{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Week 5\n",
    "\n",
    "**`Agent::model-based::persistence`**\n",
    "- softmax policy\n",
    "\n",
    "**`Agent::model-based::VAR`**\n",
    "- softmax policy\n",
    "- binary trader\n",
    "\n",
    "**`Agent::model-based::RNN`**\n",
    "- softmax policy\n",
    "- binary trader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/alpha/Developer/qtrader\n"
     ]
    }
   ],
   "source": [
    "# change current working directory\n",
    "%cd .."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "# suppress warning messages\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "# data provider\n",
    "from qtrader.envs.data_loader import Finance\n",
    "# pandas.DataFrame cleaner\n",
    "from qtrader.utils.pandas import clean\n",
    "# rolling data generator\n",
    "from qtrader.utils.preprocessor import rolling2d\n",
    "# trading environment\n",
    "from qtrader.envs import TradingEnv\n",
    "# agent base class\n",
    "from qtrader.agents.base import Agent\n",
    "# NumPy implementation of Softmax\n",
    "from qtrader.utils.numpy import softmax\n",
    "\n",
    "# YAML parser\n",
    "import yaml\n",
    "\n",
    "# scientific programming\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "from statsmodels.tsa.api import VAR\n",
    "import tensorflow as tf\n",
    "\n",
    "# # visualization\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start date: 2017-01-01\n",
      "training start date: 2015-01-01\n",
      "trading frequency: W-FRI\n",
      "trading universe: ['AAPL', 'GE', 'JPM', 'MSFT', 'GS', 'MMM']\n"
     ]
    }
   ],
   "source": [
    "# fetch configuration file\n",
    "config = yaml.load(open('config/log/week_5.yaml', 'r'))\n",
    "\n",
    "# configuration summary\n",
    "print(f\"start date: {config['start_date']}\")\n",
    "print(f\"training start date: {config['training_start_date']}\")\n",
    "print(f\"trading frequency: {config['freq']}\")\n",
    "print(f\"trading universe: {config['tickers']}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## `PersistenceAgent`\n",
    "\n",
    "Model-based **persistence** agent, acting based on last observation\n",
    "(i.e returns at t-1), using softmax function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "class PersistenceAgent(Agent):\n",
    "    \"\"\"Model-based persistence agent,\n",
    "    act based on last observation (t-1)\n",
    "    only, using softmax function.\"\"\"\n",
    "\n",
    "    _id = 'persistence'\n",
    "\n",
    "    def __init__(self):\n",
    "        pass\n",
    "\n",
    "    def act(self, observation):\n",
    "        _returns = observation['returns']\n",
    "        if _returns.isnull().any():\n",
    "            # random sample\n",
    "            _values = pd.Series(np.random.uniform(0, 1, len(_returns)),\n",
    "                                index=_returns.index,\n",
    "                                name=_returns.name)\n",
    "        else:\n",
    "            # one step look back\n",
    "            _values = _returns\n",
    "        return softmax(_values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "score: 0.15549402563016787\n"
     ]
    }
   ],
   "source": [
    "# initialize environment\n",
    "env = TradingEnv(universe=config['tickers'],\n",
    "                 trading_period=config['freq'],\n",
    "                 start_date=config['start_date'],\n",
    "                 csv=config['csv_file_prices'],\n",
    "                 cash=False)\n",
    "# initialize agent\n",
    "agent = PersistenceAgent()\n",
    "# execute environment\n",
    "rewards, actions = agent.fit(env)\n",
    "# track record\n",
    "print(f\"score: {sum(rewards[0])}\")\n",
    "# pandas DataFrame actions\n",
    "actions_df = pd.DataFrame(actions[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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zT7Rh1L5ZLF/e1CMRaR5WLI/lvjvbcuChRSxYAN9/7wXgu+3mvd6ho4+Rhxfy3xdTKS1t2rG2SkZUdkFvVgF4ZRf00aNHN/VQRERERFoE5+Caa+DKCzvy3f8Suemmph6RSPPw4MR0fD64ZeK6zUF3VceeUsC6tbHMeD85soMTj4X4iKBmFYCLiIiISOMpLYWL/96R22+Hk0/fyNi/b+Dxx+Hnn+t2ntyCxZuXPBNpycrKYMkS+OzjJJ6dksbxYzbRvWd5jfvvd3ARmZ18KkNvKjEW2iOC1IRNREREpBXatNE4+6ROfPpxMrfdBmMvWsvavBheez6da66Bl19u2PkVkEtzUlEBq1fD8uVbP5Yt2/r56tWVR3QmOaWCCy6vvXdXXBz89YQCpj7ehk2boI3i8MgxIh5ch0IBuIiIiEgr8+e6GE49pjPzv07gnkl5XHJ2JrkF0LFTBePGwY03wpdfwtChTT3S0C0r9AL+bik9m3gkEk2cgz//DB5Yr1gBPt/Wx5pB587QtStkZ8OQId7X3bpBQvtV7Nq3jKyuNWe/K517ST7nX5pPmzbdw/QupXqGhTi/24V5JIEUgIuIiIi0ALkFiwDITu1V636rVsEJh3fh91/iefSZ1Rx6RBGQufn1Sy+Fhx6CK6+EGTOq708U6rVC5Rz88AO88nYaqWmOE8YWNMp5pWXbtCl4YL18ORQXb3ts+/ZeMN21q9c0rTKwrtzWtasXfMfHV3/tZYXeSV0IkVtm54oGvEtpCAXgDVTZBX306NFqxCYiIiJSR0uXwsEHw9LcOJ54eRX7HrhtZJKWBtddBxdeCO++C3/5S3jGsnAhfPQRTJ/uPVatAugAwPY7ljNoWEl4LixRr6TEy0gHC6w3bNj22NTULYH0sGHVB9ZZWZCsnmitQoQbnIekWQXglV3QRURERKRufv8dDjrIK8d95vVVDB5ec4CbkwP33ANXXQWHHgoxjdC2d+VKL6NeGXQvXOht79LFG9dBB0GvPZYx5q+dufbS9rw1a0XDLypRxefzbrQEy1qvWbPtsQkJWwLoPn3gkEO2Day7doX09Mi/L4lO3hTw0CJwX/BdGk2zCsBFREREJDS5BYsp8RWTGJvEggUwcqTX9Xz6dOi8S+3Z5YQEuPVWOPlkePZZGDOm/uP4YlYi117anl9+9J63bQv77++Vuh94IOy665YsVW5BGdfdvo7zTuvEE4+kceMV9b+uRI5zsHZt8MB65Uqv2VmgmBjvJkzXrtCrF4wYUX3WukOH6MxmShSz0EvQI0kBuIiIiEgL9t3XCZz6Vy+onjkTdt8dckOYYn3CCTB+vFeOftxxkJhYv+u/OLUNK5bFceedXsA9YADExta8/xHHFPLSM0XcdGV7XAHccEPjZOClfjZu3DaQrq4cvLR022M7dtwSQO+xR/WBdadOXqdwkXAIFoD7fs+n4vd8gIyIDAgF4CIiIiItVu7iOE4c1Zn27bzS7+23D/3YmBi44w6vBP2RR+Dii+s3hu+/SWDQsBKuuCK0SbdmMOnZ1Vzzjw7cfHMbvv4ann4aMiL253HrUFy8bRBdXXC9adO2x6anbwmg99675nnW9b1pI9I4gndBj9uhLezQluL5a2tfT64RKQAXERERaaG+/DSFjRti+GRm3YLvSiNHenOzb70Vzjij7vNri4vh15/iGXl4ERB616ukJJjw0Fr2HdqGSy7xlkN7/XXYeee6Xb81Ki/3Sr2DBdbr1m17bGLilkC6f384/PBtg+usLK9Rn0hzEIUV6M0rAFcXdBEREZGtVS4Jtu1zY/EfCcTGOnbbrX5/hZp5WfDBg2HCBLj55rod//MPCfh8Rp9+1dQnh3Dt88/3Gm4de6y3BvMzz8ARR9T5VC1CRYXXnCxYYL1q1bZLY8XGeoFz166www6w777VZ63btYvOgEWkPgzNAW8wdUEXERERCd2ShfF061FOQkINixmHYNAgOP54uPtuOO88r2FWqL7/JgGA3esRgFfabz+YNw+OPhqOPNK7CXD11S1nXrhzkJ8fPLBesQLKyrY9vlOnLQH0wIHVB9aZmbXPuxdpkdSETUREREQiafEf8fTsXQ7UPwAHrwT91VfhllvgwQdDP+77bxNIz6igR6/yBl2/Rw/49FNvebTrroOvv4Ynn4z+UujCwuCB9fLl3n5VZWRsCaT3339LMB0YXHfp4jXXk+iTndpz89e5BYubcCStW4xF3506BeAiIiIiLdSShQn037Oa6K6OdtwRzj4bJk2Cf/wDkrJCO27Bdwnsvkdpo5Q1JyfDU095Wd5x42D4cG9eeH3mtjdUWZmXkQ4WXK9fX/37qAyiBw2qPrDOyoLU1Mi/L5GWJgoT4OELwM2sC3Ar0M85N9i/7XEg8J/JvsCezrlFZjYGGIC3DvrvzrlHwzU2ERERkZbuz3Ux5K+Pped21dQt18P118N//gPXXgsTHg++f3k5/DA/nrF/r6aNdj2ZeTcA+vb1lkkbNAief97r1N4YKipg9erggfXq1dseGxfnBc7dusEuu3hLrlVXDp6REZ1BgdRPdmqvph6C1MAwYqLwly2cGfC9gdeB/gHb3nfOvQBgZunAk/7gOxsYBwxwzjkzm2Nm051zv4ZxfCIiIiIt1uKF3p95vbYLrfw7WCDRpQtceqlXjn7qBQnsMcCb111aCjde0Y4fv0+gZzdvv86dYUNZOiXFMfVqwBbMwQfD3Lnw1796nbr/9S84+fyaA1vnvGx0sPWsV670bhwEMvPmWXfrBtnZXjO46rLWHTu2nHnpIi1Fq5oD7px72cz2r7LthYCnZwJT/F8fCsxzbnPPxi+AvwBbBeB5eXkMGjRo8/OcnBxycnIaeeQiIiIizd+i370/87w54I3j8svh4Yfhjuvb8ey0VaxfD8ccAzNmpNN/UAlz5nhBrLd2dDsABg4uabTrB+rdGz7/HM48E668Ej6b05GRhxdSvLb64Lq4eNtztGu3JYjebbfqA+vOnSG+YVPoRaQpNEITNjM7GDgGWA0459xNVV7vDUwA5uAlnp91zr1R2zmbZA64mcXgBd3/9m/qBGwM2GWDf9tWMjMzmTt3bvgHKCIiItLMLV7oRY2NGYCnp3sl6P/4RzLPP9WGJx+EX36Bf09ewzEnFmxuPLVpE3yzcBmuAnrv0HjXryo11StBHzgQ/vnPFN542Zs4nZLiBdHdusGwYVuXgFcG11lZ3nxskfroltIz+E5+gQ3ZJLIaEn+bWQrwCLC7c67EzF4xs4Occx8F7HYF8Klz7h4zGwC8CERfAA4cCbwVkPFeDewQ8Ho68FvERyUiIiLAlq69+sOx+ZjvX/Krb3+v5HvRH3F0ziojOcXVeEx95q+eey5MvKecy8/rSHo6vPsu7DS0YKt92rQJvfS9ocy8DPg+RyynrBQGbN+NtDTNsxZp7RphHfDhwGLnXGUZz2fAKCAwAF8FZPq/zgTmBTtpUwXgpwFjA56/B1xoZuYPyocD9zfJyERERFoxLZfTfF3y9474fMbHXy8DYPEfcfRopAZsgRIT4eYJa7l/fFuempJInz6QWxD8uHCrzPSnpzTxQEQkatQWgBfNW0nxvJWVTztWs0soVdp3A6+Z2d3AEOCWYGMKZxf0/fCC7CwzuxaY6JwrMrP+wG/Ouc0tMZ1zuWY2AbjHzHzAZDVgExERiRwF3s3byhWx/PKTlwFfsiiOHr3KWbwwjn0Prj4ybmjn5pGHFzHy8KJG7wBdeT79PIpIw1mtAXjKoCxSBnlrKq6+8dM11eyyGkgLeJ7u3xboSbzY9TkzywR+NbPtnHPrarpuOJuwzQRmVrP9G+CbarZPBaaGazwiIiIizV1uwSJg2wD685lJm7/++INk/nbSJlavjKNH78bvQC4i0iw0vAnbF0BPM0v0l6HvBTxkZu2BcufcBqA7sMK//59ABVDreghNVYJeL/n5+eTk5DB69GhGjx7d1MMRERFp9ioDOm+2nDRXn36cRNv2PtLSKvj4w2Qqu+zsOayoaQcmItKEGhJ/O+cKzexc4D4zywO+c859ZGZ3AeuAO4B/AJeY2QigN3C1c666bPpmzSoAz8jIYNKkSU09DBEREZGo4Rx89nEyI/YppmMnHy8/24b5XycwZEQxQ/YqApKCniOc6tPIT83/RKShDIiJqTUZHZRz7gPggyrbrgj4+lPg07qcs2EjEhERkVYnt2Cx5uhGkUW/x7E8N469Dyhm/5FFFBbEsHJ5HP/4Z746gYtIqxZjFtIjkppVBlxERESih5Yqiw6ffuwtZr33/kV06uIjIcHRb88S9tq/GLMkfT4i0jpZdC5HqABcREQkSoUzwI1UBltBeng5B8/9pw29dyij1/blmMGTr6yiZ+/yqPzDU0QkUixIF/SmogBcREREGkRBdtN56y2Y/3UiEx5eszng3ueAYv+r0feHp4hIJFkU/jvYrOaAV3ZBnzZtWlMPRUREJGJyCxYFdCtvnjRvvPE5BzfdBD16l3HMiZuaejgiIlHHzEJ6RFKzyoCrC7qIiDR3Na3jLC1bOKoE3n4b5s6F8Q/lEx/faKcVEWkxVIIuIiIiIg1Wmf3u3Rv+dpKy3yIi1QkWfxf8kEfhD2sAMiIxHlAALiIiEnW2lJvX/c59bsFiSnzFJMZu6X4drXO0o3VcjSmw7L7EV0RuwaJGqX545x2YMwcmT0bZbxGRapgFz4C32b0TbXbvxMavluVHaFgKwEVERCJB8589rSHoDrfK7HevXnDqqbCqtKlHVP3nqc9YRJqWuqCLiIhIBNUn6P/+23g+m5lE/p+x/OWoQrL3CsPApEE+/iCZr76Cxx7zZ7+jIACPBt1SFPCLyNYUgDdQZRf00aNHM3r06KYejoiISIvyxSeJjD26MyUl3h8sk+5LZ9IkL8saSVVvHCiTuoVzcM+/2tKzZ+Q/FxGR5iYmRgF4g6gLuoiISHjM+zKBM47vRM/eZUx9YzWJCY5zT83ktNOS+PprGD8e4oL81aDy8vD7+MNkvp6TyKOPQkLC1q9Vzi2PxJJ16uIvItEulDngTaFZrQMuIiIijauiAh65N53jDutCh0wfz0xbTVZXH+07VjD19VVcfDHcey8cdhisXds41yzxFWtOfD39+44MunUv5/TTm3okIiLRLxrXAVcALiIi0gyU+ErCErROeTid265tz8F/KeTNmSvpkuXb/Fp8vBd8P/EEzJoFgwfD/PmNPgQJ0bp1MO/LJMactXGb7LeIiGzLy4IHf0SSAnAREZEmlFuwuE6BdV33r43PB1MeSmPIiGIefWYN7dpXVLvf6afDJ59AcTEMHw5v/zelUa4vocstWMy8X5cD0Hv7spCOyU7tqekAItKKhZb9VgZcRERE6qw+gflH7yazdHE8Z567IWgGYOhQmDcP+vaFc8ZkcsUF7ZnxfhKl6sAdFrkFi7aZy71iWSwAXbr6qjlCRESqUgDeQJVd0KdNm9bUQxEREQm7dWtiKAst2VkvTz6aRla3cg4dXRjS/llZ8PHHcOrZG3n1+VROPaYzJ47qTGFB9DW5ibTGrEyoycrlXhe8rG7lYb2OiEhLUNmETQF4A1R2QdcSZCIiEg3CGXSVlMDBQ7ryt0O6ULCp8f84+HxmIrOmJzPmrI1Bu5sHSkyE2+5Zx/yluYx/cC3zvkzk7JMzKSnZdl/nYNx5HRh3Xgd8LTBpG4mgO/AaK5bFYubI7NwCv5kiImEQjXPAm9UyZCIiIq3FjPdTyFsdS97qWP5+YicefWEpiamNc+4XX4SxYzuzw05ljP37xnqdIznZceJpm7AYx7hzOzJ1chpnnb/1uV54AV54qg0ACQmO2+5ZV+c/dCo7pkfrXOaGdHRfVugd1y1ly3ur7VwrV8SS2dlHfPzW26suCaYlwkREPMGy2/nfrWTD/FUAGREZEGHMgJtZFzObbGZzAraZmV3kf9xtZlMCXrvczG4xswfM7MhwjUtERCRcGjMj+vpLqbTv4GP8g2v59ONkXnsuvcHndA4mToQTToD+g0p49cOVNTZeC9UJYwvotX0Zn89K2mr7unVw8cXQb88Szrk4n6cnp/GfR9MadK2mVvn5Vjc/uz7nqasVy+LI6qbst4hIyIKkvjP6ZdF9TH+A/EgNKZwl6HtsvQsOAAAgAElEQVQDrwOBtx3GAOudc/c55y4F7gUws6HAAc6564BLgIlmFrG7ECLSOjT0j2aRxvDko2l8Mj2p1n0KNhkfvpPMEccUcsKpm2jX3se382o/JhifzwuIx42D446DZ95Y1eDgu9KgYSXMm52Ic1u2jRvnrRt+1wNrufqW9exzQBETb89g44boni8ejrLyr+ckcOKoTnz/dWKDzrNiWSxdsjT/W0QkNK2sC7pz7mWgal3bKUB7fwb8dmCTf/sRwBf+48qBH4H9wjU2EZFKCsolkj6ZnsR1l3VgykPptQZ677+VQnFRDEcdV4AZ9B1QyvffhB6AL1kYz0fvJm8OiIuKjP8bk8n998Oll8Lzz0NSw+L5rQweVsLaNbEs/M2b2TZ9urd2+OWXw259y4iJgStvWs/6dbFMfmBLJt85qGicewCNqiFl5VV99XkiJ43uzGczk8k5MZvlubH1PteqFbHKgIuIhMgMYmIspEckRboJW08g3Tl3H/Ak8K6ZxQKd2DpY3+DftpW8vDwGDRq0+TFp0qRIjFlEWoFINFNqyLWbcnwSXO6mheRuWljrPgWbjCsv6ADAsqU1t2Dx+eCpx9Loml3OoGFeZ7O+A0r49cdEiotrH8fGDcbfDunMgf234/RjO3HfXV7G+ZQjO/Hem8nce69Xgh7TyP/3HzzcG9ic2YkUFRnnnAPbbw/XX79ln34DSzlsdCGT7k/nz3XeAJ58JI3du3XnkUeiMxBvqD/+gLFHd6Jzlo+pr6+isDCGM47rTHk9ktiFBUb++lgtQSYiUgfRmAGPdBO2DcCXAM65X8wsHegOrAYCJ4al+7dtJTMzk7lz50ZinCIiUakyCI/WhlRSsztuaMuypbEMGFzCbz/H17jfDTfA3NlJTHxkzeZAuW+/UsrLjZ9/SKDfwJoX3p75YTJffZ7E+ZevIXdRMhNuacvLz6aSuziOB55Yw3mnZTb22wJg+53Kadvex5wvklj4ezy//QYffgjJyUDBlv3GXbeed6d15alH23H5NQU8/nAaZaXGued6jeEefxx69w7LEGsUrt8p5+Dcc70MzLNvrKJbdx9X3bKaay/O4vdf4tl5t7qtL7dyuZc51xJkIiKhi3RwHYpIZ8A/ArYD8AffscBK4C1guH97PLAr8EmExyYiIhIWs2bBk4+mc+a5Gzn8rwVs3BDDhvxt/yh46y247TY48bSNHD9m0+btfQd4Qff8rxNqvc5XnyeSnFLBBVeuZeIjaxi6VzHLlsTxyNQ8jjw2tLW+6yMmBgYNLeHDt5N59N50Tj8dDjpo2/123q2Mg/9SyDOT2/LJ9CQW/xHPHfevZdIkmDsX+vaFBx5oeDa86tSSpqggee45eP99uPKG9XTr7mWt+w7wKgV+/anmGzA1WbHMvwa4MuAiIiFrVcuQmdl+wFggy8yuBSYCdwJ3mdnVwPbAac65YmC2mc3wzwtvB1zmnFsfrrGJiDQXKjtv/oqK4KyzoEevMq64YT0fvetNvl62NI70jC1Z0IULYcwY6N8fbp6wbqtzdO9ZTkZbH99/EywAT2Lg4BLi4yEx1mu0tmZ17OYAMJwGDSvhw3dS6NDRx4QJNc9zPvuCDZwwqguX5nSgTVoFo/5ayI6ZcOihkJMDF14ITz/Xmf6DSigsiOHia1fSJQyJ+3D+bq1dC5dcAkOGwKk5W2bYbbdjKWau1gqImqzwZ8C7dFUGXEQkJE1QXh6KsAXgzrmZwMwqm4uAc2rYf3y4xiIirVtj/6GtMnCpixtugF9/heemrSMl1ZHdwwugli2NY9c+XgBeXAwnHOuVLb/yCiQku63OYQa79yvmu1oC8A35xo/fx3PxlVsy3YmJ1Dn4ru/P9T4HFnPnjY6bJ6yjQ4eaI+bh+5awa99ifpyfxEmnbyQ5xXuvPXrAO+94zdsuHRfPt/MSKSkxdulbwGl/Lwn7711j/jtx+eXeMmwffgixAfciklO8z//XegTgKzcH4MqAi4iEwlAJuohIi1K1rDW3YDG/b/i51j/k61IKm1uwmBJfkK5bEtXmzPGanp19Nux9gPdZdvUHxMuWbonMbry8Pf/7Hzz1FGy3XfXn6tO/mJ8XJFBawxTweV8lUlFhDBlR0qjvIVR7DCjluyW5QUvdzSDnknWYOU46fdM2r515Jny3OJdf1yyhQ0cf//sqOeQxVPc7GekqkhkzvJsI48bBHnts+/qOu5TVLwO+LI6Mdr7NNyxERCS4aGzC1qwC8Pz8fHJycpg2bVpTD0VEoliklxZTh/KWobE/x5ISOOMMyMqC8QE1XpmdfCQkOJbnekVoLz+byjNPpHHVVXDkkTWfr+/AYkpLjRsub1/t/PGvPksiNtYxYHD9AvDs1J4Nzi63bRfa5O3Rx27ky5+WMWBQ9XcTYmK8YHzPYSXMmx16AN7UiovhnHO8myiBHeAD7bBzGb//Eo+vjonslStiNf9bRKSOojEAj3QX9AbJyMjQ0mMiElGVgXx2aq8wnFtBe0t2++2wYAG8+SZkZMBGfzfwmBjIyi4nd0kcy3Nj+efF7RmxbzG33FL7wtwHj9rEqWdv5OnJbXjthVT67A677gq77OL9d9aMJPr0LyW1jaOkDnFaOH62QxHKetaDh5Xw/psprFkdQ8dO0b9O2QPjM/j1V6/5WkpK9fvsuHMZJSXG0sVx9N4+9Pncy5d6a4A31eclItLsNEGDtVA0qwy4iEhdRDoTHqoSX7GC7yiTW7CoUcv9v/vOC8DHjIFRo7Z9vVt2OctzY3n/rWSKi2K4/d61xAW5JR4fD7fds45pM1fyt5MKSEmBd9+Fq66Co46Cb+clNln5ebjsOdR7P/O+SmzikQT3y4/xPHR3BmPHwsiRNe+3w87evP9gZeiffZzE5ed3oLDA+HxmIt9/m8igYZqSIiJSF8Ey339+vZzfp8wByIjUmJpVBlxEJJjKQCoxtvZsYvDzKECW+ikv9+Yxt28P995b/T5du/v47OMkZn6UTI/eZWy/U+iZ0H4DS+k3cB3ZqWkArF8PP/0Ec37MY78DW1aA1ndACfEJFcydncihRxQBsKzQ+93sltL0TRCLCo2YRG/ZtKsuak9qWgUTJ9bcAR62BOC//hTPyMOLqt3nz7UxXHhmJnmrY1mzOpbFf8TRo1cZZ1+4EW+xGBERCcYIXl7eYc9sOuyZzaoZf+RHaFgKwEVEpPVqaIXEEw+n8c4bKbzw1orNZW6T7ktn3jx46SXo0KH647K7l7NqRSwb8pM4+oSCBo2hbVsYNgyy+4Zvne+qqs4VD9cNq6Qk6NO/hHlfRl8G/M1XU7jwzEzG5PzJ7rs75nyRxPiH1pCZ2bHW49q2q6BT59o7od90VTv+XBfDWefn8/iDXlLmiZdWk5ysBmwiInURjV3QFYCLiIjU01dfJPLFrCRmf5bE8L2L+e3nOO6+rS1/+xsce2zNx3XrXk5FhVGwydjv4OqzoLAl0I3GqRSRMnBIEVMfa0dJibesWlNyDjZuMD77OJmLzsqkfUcfTz7UHjPH4OHFHD+mAKg9AAfYYedyZryXzH4Dunrd8J137ooKcK4H5eXGxVeuZ9x16+mSVcHaNTEc/Jeaf05ERKQaBjExCsAbpLIL+ujRoxk9enRTD0dERFq5tXleufHz/0lj8LBixp3XgaSUCh54oPYy5K7dvZLz2FjHiH2bpmy8MdfT3nKjYNtMeG2vhWLg0CIef6A933+TwJ5Da1iDLYwKCuCjj7xmem+82Y1VK7w/nXbfo4QX3l7FU48n8+TD7bj93nXEhNhZZ+hexcydncju/Uo5+LBC0hMzNnd+31S+gY6ZPsaevQGA/7tkQ7jemohIy6cMeMOoC7qINMQ/zunIwt/i2HeEV7I7bBhY+6j8t1kaQWXA15iBZlVr87yI663/ppCe0Z55XyZx35Q8unTJrPW4bH8APnBICekZwcuKs1N7tdq+BAOHepnfuV8m1hiAN9b3xueDO25oi6/CR2am8b/PvHW9S0ogPR32ObCE/oM30jmrnIMOLSQ9w1vT/IJLC+v078il1+Rz0ZX5xPur0LulbOn9k1uwvlHei4iIqARdRKTJrF4Vw8vPtKFb93Iefhjuucfb3qlLNkOGl3DU8QUceGgRpDbtOKV5WZMXy4DBJXw9J5EnH83ghFM3cfTxwediZ2X7aJNWwSFHtJ6y4vpmwjM7++jRu4x5sxPhoo3hGNpmX32eyCP3ZhAT46ioMHbaCc47D444AvbeG1aXrfHvWXnTxPvDrj5/3wXrei8iIg1jQBRWoCsAF5HWYeaHyQBMfn41Bw3uynffwezZMP3TYj6dkcSbr6XSb88S3pwZ+Szjw/ekM+P9ZJ6fCj16VL/PrBlJvPN6ChdekU9W1zos8tzKVV3yLZRseKiZ8/Jy+HNdDKflFBEb49i0KYZbJqwLev7s1F6QCp98s5T2HaN/betoMGhoCbOmJ+NceCtW3nszhcREx+zffiPGl8QePbtvvUNZ/c+dndqzVc/lFxGJvOBd0JuCAnARaRVmvJ9Mp87l7L5HKfHxsOee3uOo09dQXg7XXdqBZ59sQ3l55DNTU6e0YcnCeAYPhtdegxEjtn59zeoYLji9I+vWxvLaC6lMeGgt54yJ7Bibk0iUaucWLGb1qhic606HTB/PvL6SuHhHQmKIk4CBzM7hC74TY5P8AV90l62HOj1g0LASXn2+DUsWxdFru+BLtpWXQ0mxkdom+H5XXtgBMxj/4Frem5bCPgcWkZZeQWJs43w+4ZwCISIitTCIUQAuIhJ55eXwyfQkDhlV/TzNuDjYY2ApU6cYq1bE0q175DLMixfGsWRhPKefs4FZH6ZzwAHw2GNw6qlb9rnusvZs2hjDlBdX86/r2vLvOzMUgEeBygZsHTMrSElt3OWhslN7NeDYbQO+aAoC63NjYNCwEgDmfZkYUgB+9smd+HF+Au99sZy4OMg5JRNfOQzcA/r0gd13h7a9jNuubceLT3tRenaPcnKXxHHxVeGbg135uUb7jRERkZbAaPgccDM7GDgGWA0459xNVV434EL/015AW+fcmbWds1kF4OqCLiL18e28BPL/jOWAkTXPt63sSr1saVxEA/BZ05MAOC1nIxNuS+f44+G002DBAjjvGnj0nva8+VoqV974JyMPL2L6e8m8/d+UiI2vOWnsoCZYKfoafwDeITO0n5emCIKjKfBuiJ12LSMtvYI5XyTyt5NqXzd9xgdJfPi29ztyx/XtKC0zZk1Pou+AUqZM8bqae7z5Hudfls/7byYz8da2xMQ4Rmq5LxGRFiP0urRtmVkK8Aiwu3OuxMxeMbODnHMfBew2BljvnHvKf8wewc7brAJwdUEXkfqY8X4yMTGOvQ+oebmnbtn+ADy39uWjfD546ZlUli2J48DDiujbvxQzbw3fn3+IJ3v7YhJrP8VWZk1PIqtbOdvvVE6HNvDuu3DxxXDXXfDCy11Z/Ec8RxxTsHkpos5ZPtatjeX3dYtJTGw5AVZdRaLDeTBr/B3QO4YYgEv9xcbCgMElzJ1d+0Lg5eVw69Xt6NG7jAMPKeLJR9MB/Gtq59M1uSdLlng3uD77359ktK3g5DM2sff+xZw0ujODhpXQIbOCEn2kIiItQgNL0IcDi51zJf7nnwGjgMAA/BTgXTO7COgCTA520mYVgIuI1FV5Obz2QipDRpTQrn3Nczq7Znt/cS9fWvM/ix98AJddBvPndwRg4m1tGTKimH9PXsODEzOY+nganbuWcfTxhXRKh9JSb/mi0tItX5fQgbMvWc3OO3nB/GefJHHoEUWbS+Pj4+Ghh7wy2Usvi+W8cWu58vpNm9cX7pLljTNvVSzZPRQlNLZQmnzlFiymxFfM2rw0ADpkqpFapca6IRJ4nsqbLfseVMStV7fnlx/j2WnX6ruhvf5SKr/8mMAjT6/mgEOK+GR6MpmdfFzyz3wAYmKgVy/v0W//Letr731AMTfcuY4+/SK/zriIiIRHsBL0Je/9xJL3f6582rGaXToBgctvbPBvC9QTSHfO3WxmO+EF47s652r8I00BuIg0S7VlQFcsi+P5KW0595INzHg/mSWL4rnuX3/Wer6UVEe79j6WVROA//JjPOfcAG+/Db17wyNP5zF8n2LeeCWFO25ox959u+HzGaecsZFFi2J45F5vTd+EhK0fiYmwanUK87/pypszV/H9t15p/D4HbFvyet55cPgpS/FZMTExSZu3d87yMvWrVigAb2yvPJPOHdd24v0vV2y+0VGbNXmxxMU5MtoqAK+r+gTqx55UwF03tmPq4224eUL1v88ff5BMpy7lHP5Xr9/Du5+vICHBERtCVcrfzw/vEmciIhJpVmsGvNdhu9LrsF0BmHbU42uq2WU1kBbwPN2/LdAG4EsA59wvZpYOdAcW1XRdBeAi0qI4B1edl8VnH6fy9VeJrP8zlh12KuOQUcHndXbrXs7ygBL0jRuMO29sx9TH00hNhfHj4cILIa/cW+f59HM2sc8Bxdx4ZXsOP6qQk07fRImvmFiXRM/0ntVmUh97bg05J3fi+sva8+3/EoiNdey9f/Wl8XFxXpY8UGd/YLhqRRygbF1j+XxmEtdc1JnycuPLTxM56rjga3mvzYuhfUefV53QuD3YqlXfdbRbig6ZFRz+10JefrYN/7x5PVTTCuGrzxMZMqJk8+9ecnIEPhgREYlKZhDbsBL0L4CeZpboL0PfC3jIzNoD5c65DXjl6Nt517N0IBZYWdtJg85LN7N4M2vn/zrbzE4xsyALe4iINI1Xnkvls49TOfSIAj7/JJkf5idwziX5m0u4a9O1+5YM+OxPEzlkWFeenpzGKWdu5LffYNw4L4sdaPudynn6tdWcdPqmzdvi4mouY/7LkUUcedwGpk5JY9nSOB59Jo+OnULPoHbuUhmA12GieQuSW7C40QPQH+bHk3NKJr12KCUxqYJv5tU+z7jSmrxYOqr8PKJOOXMjG/JjeOPlbaPvZUtjWZ4bx5DhJdUcKSIirVGMWUiP6jjnCoFzgfvM7FbgO38DtquA8/y73Qn0N7OrgXuA05xzNTcdIrQM+FV4HdZvBaYDvwCH4004jyh1QReR2qxbBzdd1Z49hxUy6dk8Jj9YwvR3kzn6hNq7Jlfqll3O7FlJFBfDGcd1omMnH699uJKBQ0rITE1vtHHeOGEVffbwcezJm+q8FnS7DhXExztWrWydAXhj+/H7eE4c1YXkFMdjLyzj8nO68u28hJCOXZsXG3IH9NrUtRy7pv1bQ0O+oXuVsPOupdx+XTv6bAeHHLLlta++8G6cDB5R6989zVZr+HxFRBpbQ5chc859AHxQZdsVAV/nA+fU5Zy15oTMbD+8dTpmAmcDhcB4YKOZ7WtmPepysYaq7IKu4FukdcktWERuwaKg+z38MKxfF8tNE1cREwM5F27g+bdWbZO1rknX7j425Mfw8QfJbNoYww13/MnAIY2fTUtvW8G5/9hQ5+AbvCZSnbr4Wm0GvDEtWAAnHdGFhETHi++spHuvMvrtWcr8bxIoq77H11bW5sWoA3qEmeGvGvFx6KFw1VVs/qzmfJ5Em7QKdtk9hA8vDLJTezZqkJyd2qtB68GLiLR2RsMy4OESytJocXiz244C3vBva5m3l0Wk2SouhvvvhwMOKWSXPvULmiuXInvh6TbExjqG7R2d/9R1zqo9AF9WuJhlha1znnCofvgBDjwQYuMcL769kt7be599/z1LKC6K4Zcf44OeY01erDqgN4Eddi7nzU9W8n//B3feCfvsA0sWxfHV54kMHFJCXAS722Sn9iQxNin4jiIi0iQsxEck1RqAO+dm4k0sfxAYAEwAyoBM59wnzrklNR1rZl3MbLKZzQnYdrqZzTazj/2PsQGvjTGziWZ2l5nVKY0vIi1fia+k1rm/U6fCqlXwfxdvqHGfYLp194KwGe8lM3BICW3SorOBU+cu5Y2WAa9tTnU45ltHg59+8oLvmBh48e2VbLdj+ebX+g/yGtt9M7f2sonCAqOwIIbtu6WrNLgJJCc7Hn4YXnzR+zwPG5HFzz8kMGREy5v/3diZdRGR1iO07HekM+BB7xM756aa2VxgjXNug5mtA24M4dx7A68D/atsP9E5tyhwg5llA+OAAc45Z2ZzzGy6c+7XUN6EiLRM1QV/1W2rqIAJE2DgQBi+bzGl9UxKZvnXAvf5jH0OiM7sN3gZ8M8/UdatNoUFxnXj2nPUievYd78tN1J+/hkOOMD7evp0SOtRvtVxPXuX07a9j2/mJXDKmTWff22e97/PTlVXA5VGV1v39+OOg0GD4G8nlPH1nERG7BuZ39vA0vD6BMe1HaNgW0SkcZgR8eA6FCEVajnnfqru6yDHvGxm+1fz0gVmthJvAZEHnHPrgEOBec65yr+SvgD+AigAF5Gg3nzTC6yee67m7uOh6NTZR1yco7zc2DvKA/D89bEUFRqkNu65twQ5jhJfSbXltYFrsNe2Hnt4xhWau25uy4tPt+Gt/ybz8rur6NOvjD9+jePEw70bNjNmwK67Qm6V/nxm0H/P0qAZ8LVrvAqEzp233q7gKfJ694ZX3l/JTwsS6Ns/vEvz6fMVEWleGtqELRwivQ74TOAt51yemR0OvAQcBHQCNgbst8G/bSt5eXkMGjRo8/OcnBxycnLCO2IRiXoTJkDPnnDssbCylgrUYA2NYmMhq5uPP9fF0H9Q9Jaybl4LfGUsO2Zu2d4S533XpwT+f18lMOWhNI48toA5sxMYc1RnDji0iFnTk/CVecH3brvVfPyQEcWMv7kt338bT59+1Tf0WpvnBeANyYArmGs88fE0WvCtz0VEpOVothnwxuKcWxjwdDrwhpnFAquBHQJeSwd+q3p8ZmYmc+fODe8gRaRZ+fJLmDUL7r3XW3+bOsbNlUF5ZaA3dO9i4uMd8cF7cDWZLl0D1gLvW/N+dclOb+kyHx3/o6rv3PPFC+O46O8dyerm44771rIk18fN47L47OMkklMcb7wGffrUfo5Tz97I5AfSueHy9rz83qpq91m5zPsByfTfAMlu07te4xUREZHwCKXB2tLZC8mdvQggI+wD8otoAG5m/wKuc86VAzsCi5xzPjN7D7jQzMxfhj4cuD+SYxOR5mn8eGjXDs46q2HnqQxS73k08lnkUALkwHmwnbsEBOACQGEhvP3fFP55cXt8FfDkS3mkpTt22LmUF97eEkSH8r3OaOu44ob1XHVRB954OYXzT9/69YoKeHZKW7bbsYwePaL4To2IiEgrFywD3nP4dvQcvh2/vvNDfoSGFNIyZNswsxfNbK8g++wHjAWyzOxaM0sGVgIPm9nVwNXAGADnXC5eh/V7zGwiMFkN2EQkmEV/xPHqq3DuudCmTVOPJjKyU3sycIeugFeCHoqW2M3cOfjt5zjuuQcOOQTat4dzxmSS0a6CN6avZNCwhk0hOPG0Tey+RykXnJHJXnvBQw/BmjXea2//N4WfFyRyyT/XE1Ov/4tKuNVlDW11GRcRaZnMjNiYmJAekVTfDPjzwEVmluucq/avOv8SZjOrbP53TSd0zk0FptZzPCJSRaSaY9VVY47rsfvTiY+HCy5o8KmalYwMSEquYMWySLfxCC6Uz7fqPnX9mVi5IpaTj+jErz8nAF4ztfPPhz33X8XQvYpJrL1/WkhiY+GZ11fx3H/a8OZL7Tj/fLj4Yi/YX/BTW3bYpYQj/1bY8AtJRETbv4MiIhIZLWYOuHPuVTP7r3Ounov9iEh9VM7TDTWz05KtWxPDi1NTGTsWsrKaejThkxibtE3wYAb9Bpby1msplE6AhISmGVtuwWJKfMUkxiZFNMP+yD3p/PFbPLfds5ZTju5Az56V42nczvUdMiu4YNwG/nV9O+bPh2ee8TrtL10az4NPLyNWMwCaNQXlIiItX/SF3yGWoJvZzWY2zMxOMLPlZnZlUwTf+fn55OTkMG3atEhfWqRJVS0hrktJcbSXH9d3fE8/nkZxUQyXXRZ838YuMa3pfNmpPatdtquxrwNw4RX5LM+NY8qURrtcWDXWz+Ga1TE880Qbjj6xgFPP3rQ5+A4nM9hjD7jzTli0CD5fkMuhR24K/4VlK/X5Pa7LMSpFFxFpWQwvAx7KI5JCzYCXOudmm9kEoB9wURjHVKOMjAwmTZrUFJcWiTolvmJyCxZv8wdjdUFOTftGUtVxBT6vz/g+fCeZQcOK2XXXxgt466pqCXXgttqOaYxAdN8Di9lzaDG3357EGWfQKGXXzcHkB9MpKTYuuCxivVK2EhMD3Xv6KPE1yeUlCAXQIiISKBpL0EOecW5mOwOrnXN5gCa+iTRDNWUhoz1LXtXGDcb8rxMYsW/1Jcde2XaviI2nvpmzhmTczODSa/JZupRmkwWvqq4/d8XF8NRjaYw6upDtdypv9PEkxiYqgBMREWkxDLPQHpEUagAeh7du971mdgSwZ/iGJCJSu68+T8LnM0bs27BO16GoSzflSNvngGJGjIDbb4eSEL4Vze1GS1Wfz0xi44YYjh+r8m8RERGpneEFu6E8IimkEnTn3I3AjQGb3gzHYESkeQtH5/WKCnjx6TYMGF7Bzjt5276YlUhCgmPg0NqjzoYEzuHMhDbWuc3gxhu9ztxTpsCRpzXKaaPWB2+nkJJawfB9GrfZGqixYXPSLUVVCiIiEgIj4tntUITahK2Xmb1iZv8xs+PNbES4ByYizVdjZlqfntyGy8/vyFH79uK1F1IB+PyTJAYMLiE52W2zfzRnrMPh4IPZJgv+9dwEXn8ppWkH1sicg4/eTWbfA4tJarpp/yIiItKMRGMTtlAz7tcA9wELgf8Cx4VtRLVQF3SR8AsleI5UKfPihXHcdm07hu9TxK59i7norI5cfUl7Fnxb8/zv1sYMbroJcnPh+f+0weeDi//ekYv/3pEVy4OvkzX5wTTuuLFtta99+HYqR+zXhXHjYPp0KC1t7PQUHGoAACAASURBVNGHbsF38axYFsfBhzduC5LWdsNGRESktWjuXdB/cs7NNLOhzrlSM1sZ1lHVQF3QpTmrWp4djnLthqjsRB4tKipg3LkdiIuDex9bQ0ZmIXdek8UTj6QDMFwB+GYHHQR77QX3j88gtY3jj1/jAZg6uQ2XX19zt/B16+Cum9pSXGQcd/JGtt+pnA/eTqZn73KKiuCSM7uQnlHB/ffDxInQpg2MHAnDD2rD0SduIinJy0x//208ffqVhfU9fvh2CmaOgw4tCut1REREpOUIVoL++6e/8ftnvwFkRGRAhB6A72Fmw4AkM+sD7BDGMYlIMxHOmwhPPAGzP01i/INr6ZrtLft084Q/2W6Hcj56L5mBQ8LfgK25qJwLPnJkHFde0IHtdyqj13ZlPDMljYuuzK9xibJHHoGiwhgSEhyT7stg2L7FXHRmJgCJSRV07ORj2oyV7NipO9Onw9tve4/XXuvATwviuWn8n7z1ShqXnNWV16evYOCQxk+R//JjPE88ksYbL6cycEgJHTtVNPo1pPmLlhuZIiISTYxYq73ge6d9dmKnfXZi/rTvIra+aagl6HcCdwNXAI8AE8M2IpFWprZy7qbsWt2U1169Gv6/vTsPj7K8+jj+Pdn3hCUsCgLuArJUtOJKFRQX6lIruBarb6za4lq0ilurgopr3YpabUXrglqkgihq0VpaReuubaWCRkVCgAQSErKc94+ZYAhZhiwz8yS/D9dcZJ55ZuaQEyZz5r7vc//yl/D9/SuYePqWHa8n/2w9jzy7qsvsex2pQw+FvUdXUFkZ2iP7rPPWU7w6kXlPZzZ6fmUl/Pa3cPDYjZx42gbmPJbFFRf0YK/vVzDthjXse0Al9z9ZSH7vWrKy4Ic/DBXsK1bA2CPLeWFeBu6waH4WEGqQ1t6enJ3JkQf24ek/ZXLw2I3c+Ns123T/fpkDSE3UgnEREZGuyCzAU9Dd/WNAjddEmtCwUG3NaEy8TUnfFu1dqF98MWzYANPvKCYOm1fGJTP4zcw1PPZwNsdOLCMpCXbdfRO3Tc9l/IRysrK3bFj32GOwciXcMquU/gOqefT3WaSkwh0PFDNgUDVnTymlsmYTkLbV84w7YiOL5mfw0fvJvLYoVOAvXpTGpde0z7/l9dfhyl/3YvGidPY7qIK7Hioiv3f0Rr4bLhMRERGRYDLi741kpF3Q7zKzM8Jfn21mJ3ZsWCLSVS1aBLNnw2WXwS67V0f9+ftlDgjkhyAAQ0dUccPta0hODhXKN9yxhsIVSVx7WbctznMPrekeNiy0l/ignaq56e5iHnx8FQMGtfw9/0F4HfbM3+RRWpLIniMr+eDdVFZ92/qdNN1h4UI46KDQ5cN3U7jiurU8Nu/bNhXfdfkMcl5FRESkdcwsoks0Rfpuaa27PwTg7r8DhnZcSE1TF3RpjfpTqaM1rbr5aeXLKSxb3uExvLUklfWl8fepX3MqKuCcc2DnneHyy2MdTfB9f/9KzrmolMf/kM2iBembjy9cCB99FJppUPc7Z9LpG9jv4Mga2/Xdroahwyt5+YUMkpKcK29YC8DiRekt3DOkpgY2bvzuZ/P1V9M46qA+jB8Pn38Od9wBSz7+ip9dUEpiy43ctxKNYjs1MU0FvYiISBwzIpt+Hq/bkDVsOxv9YSm+64I+YcKEWDy9dAGxXPfcnpa8lsrx4/ow+YReMd06qjEP3J3Nc3MaXy98ww3w2Wdw771or+d2ctHl69i+f2iKeZ1bboHttoNJk1r/uIeER8FHjS5n3wMq6dW7mjmPZnHWpHzG79eXX/5y663LKivh/vvhoBHbMWbkdmzcaBQXJXDGCb0oWZfAAw/AsmUwZQqkZ2y9x3tL2rvw1qi5iIhIsBkJEV2iKdIu6PlmdhfwGbAT0LH7zYhEWXNFd1Nrs6O9ZnvTJlgwN5O87jWMPrASmhgZrKmBay7tTm5eDW/+PY0rL+rOtbd/HZUYW7JoQTrXXtqd5GRnl92/YY+h372U/PfTJGbMgFNPhbFjYxhkJ5OSAocdVc5jD2exsdz4fFkSixbBjBmh21r7aj72iI3ceVMeYw4vwwwOHlfBU7OzyM6pZciwTdxxB8ycGdq67JBDYODuuTz1aBbffAU77wpffJ7Es49nsqY4gcpK4+GnVvGDvbZv13+7iIiIdG3RHt2ORKQF+MXAWcAw4D3gwQ6LSKSDFJatoLKmIqKuyJEW19HaO/uvi9K4/PwefLki9F82O6eW404q4bSfbqSmN1RVhQr0TZvg8bk5fPxBCvf8oYiP3k/h7ltyWbG8H1feUMKQYbH77GxtcQKX/rw7u+6xiXVrEphyZk+umrGWf3+cTP8dE7n/9h5kZYVGZ6Vl2/LBz9gjN/LQfTm8/moaC+ZmkJkJBQVte/6Re2/i90+uYp+D1gGp/PziEgbuWMUpZ2ygR34teT6AV16BF16ABQvguefy2Ge/Ch7+fRJ77Pc1Rx3Yh/t/m0N5uXHAmI3bvN4/liPTGhUXEREJhmiv745EpF3Qa4FZddfN7HBgYUcFJRIPolVcR+KKC7qTmOT84elvqamBeU9n8qff5/HH33Vr5Oxu7LNfBUcfX85Rx5WT36uG22fkcsT+GZxwShnnXlhCz8HRneJdWAg/nZjP2jWJPPLnVXzzVRKTT+jFyRN6h8/oDoSmJ/fqFb24uop9D6ggK7uWR3+fxWsvp3PuudCtsR+dbTTuyI1U1oSmiu+4SzVTppZuvq1u67If/jDUYO3Dwi/p1r2WfpkDKCyD/5tSunnP8Wtv3rbtxURERERaYuE/8abZAtzMbnL3qWb2KlC3IM+AHQhNRReRDlZclMAXy5O54rq1m9fdjjuygl/+eiVvvJxH99SepKSEphMnJ0Np7SpGH1iBWajB1pnnrWfCxGJm3daLh+7N4anZobXAeXnQuzf06QPdevfkgmkr2WnH9o9//nw4/XTYWJHCHQ+sZvCeVQzes4qHnlpFYpIzeM8qPv20lnVF6fz09PyIH1ejkJFLSYExYzfyl2czSUhwLrggus9vBt26b9nJ/OjjyplxVWjUe+wRDduMiIiIiLSRBXMK+gvhv98B7qx3/NyOCad5dV3QJ0yYoEZs0mW8/68UAIbvVbnF8V59aph0ehn9MntucbywbOtiJrdbLdOuX8fks9fz+ivpbFrXg5Ur4dtvQ3tBP/9sBpk53Zlxe+lW922tqiqYOhVuvhmGD4c7H/6GHXf5bppx/aIrL7+C1EQnIbo9MLqUcUeFCvAjjyln0KDMWIdDcjI8PGcVAEmRLoZCH7yIiIhI5AI3Bd3dXwl/aUCuu78fvn5ph0bVhLou6CJdybtLU0lIcIaNbHs783471HDS5A30y+yxxfETTi5j7pM5XHX9ejIyt737dJ1XFqZRWWEM3Kmay6b04J03Q9uK3XorrK6JyeYJEjbuyHIOO7qcCy8vAWJfgANbNOETERERaU+GkWjN72f6yWuf8MlrnwLkRiUoIm/CNhj4oCMDEYlEtDuPx4N3305hl92ryMxqfWHckpPP2MDTf8pi3jMZTDytrFWPsbY4gTMn9qK6OvRJY3ZOLU88ASeeGD6hdQ8r7SQ7x3nw8aJYhyEiIiISNS2NgA8+eDCDDx7MW8++VRKlkCIuwJcA2UApgJld4O63N3WymfUBrgOGu/veDW47BZgNZLv7hvCxscDxwCrA3f3abf2HSOe2Lc3Q4qVxWntwD42AjzuqY9fI7j26kp12q+QPs7KprjLWr0+g4BeljU4J/+ILeOjxbD5flsTUq9eRkxv6YGD+3Ayqq42b71lNaUkChx+9kf2Hts+2Uv0yB3aqvIqIiIhIx0sIWhO2en4KXGpm34av5wBNFuDAAcBcYET9g2a2B6HR9PrHMoD7gCHuXmlmT5vZoe7+coSxSRfUsBgLwoj48v8l8fKCdH5ydilJSfDpR8mUlxnf26fpqeVfrkhiTXEiIxqs/25vZjBpcgnX/6oXl/0rFYDyDcZFV5TgDp98As8+G7q8/TbUdS3/8L0UZv95FVnZzp+fzGSnXaqYeFpoX+j2VpdjFeIt2z5D3ysRERHp2owArgGv50/uflndFTM7s7mT3X2OmY2pfyxcaE8FzgYur3fTaGCFu9dVGG8ARwEqwKXTWLAATjq5DyXrEtmufzXjJ5RTcEo+y8OjyOddXNpo0fru0lADthGjOrYABzj5zHX07pXA0OGV3Ht7LrdNz+Prr5J495/w73+Hztl3X7jxRhh9+Fd8+lEy55yez+nH9+L629bwzzdSufBXJR1SfEvH+e6DjeVb3ZaamBqID7dEREREthLQLuiY2XhgTv1j7v5gK57reuDX7r6pwScRvYD19a6Xho9tpaioiFGjRm2+XlBQQEFBQStCkXjUGdZ3f12YSFWVMWBQqOGYO0yfDtOmwR5Da0hJgacezaJb9xo+/yyZ3QZv4sZruvHqi+kUTCklK8vZsBI+/zx0+duSPFLTatltcMc3q0pNdY6bGFqoPf2OYj7/LImnH8tkzBiYMgWOOQa2D88oLyyrZtDO1dz10GrOP6snE8b0wd045sftu9C7sZ+FIP98BEFzBfnW56wgNTEtvLe3RttFREQkngRzH/A7gWFADzO73t0fb82TmFl/oBswsV7xfZGZzSe07ju73uk54WNbyc/PZ+nSpa0JQeJQZyi463z+WRKXX9CdNxankZHpzFm4koE7VnPC6fDMM3DSSXDtHSu5bXous+7MYVOlkZ1Ty3OvruTpP2Vy18xczpr03edOiYnQvz/0H1DNGT9bT3JydP89qanw+PPfsqnS2KPvDk2ed/Tx5fTq8y1nTcpnyLDKLbYZk2Drlzkw1iEAneP1QURERKLPgASLvz1uWxoBT3D3MWaWBNwCtKoAd/cvgcl1181sOnCru28IT00fYGap4Wno+wP3tOZ5JBgajpR1hpGz6Vfl8e7bqZx/aQlPzs7iJz/qRV5eLZ/9B265BS68EL4qd048dQP33pbL4kXpnPrT0JZfp521gUk/2cDrr6SRmgr7DO5N//6hvZELyxr9LCoqUlNDo+It2We/Sl5//yvc4+8Txq6mbu13Ha2bFxERka4sHteAt/SRwCoAd68GiusOmtlxzd3JzA4GTgP6mtk0M0sPH883s2nh06aa2fbuXg6cA9xpZtcB76sBm7Snh+/L5l9vhdZSFxclMuPqPGbPhhXtVJN881UiLz6fwWlnrefiaSX88ZlVVGxMoGhVIi+9BBddxOZ10TvvVs339qkAYNLkDZsfIzkZDjm8gv3HVDBoUKj4DpLcPCevW22sw5A26Jc5MG5GvSH04YFGv0VERKQtLMI/0dTS2/zDzSwr/PV+9b7eF3i2qTu5+2JgcSPHiwhtT3Zdg+MvAS9FGrRIpEpLjKt+2Y3uPWpZ8PdvuOCsnix5LZO7w7f37w8HHQRD9s6iuCiRt/6Ryg9PKNumvbBnP5hFbS2cemaooN5tcBULl3xNWpozYlD/rc6fetU6Xn0pnWEjm+5+LiIiIiIibWFtbsIW6XbZjW213ZSWCvBNQF0lUr9A7viOUCLt4L13UnE3ilcncsR+fSlenchNdxUzbv8evP46vPYaLFoEjz7aAzOnz3Y1XHJOT/7zSTIXXrWS1ER49skMnnsqE98EFRWwcWP4703b8b3vl7P4xSwOHb+RHQZ+t/653w41Tca0/5jQSDcd/Gmbph9LnXj7WWgYj0a6RUREpL0ZtGl0O9Ltshvbars5LRXgU939rUaC2SvSJ2hPJSUlFBQUMGHCBCZMmBCLECRg3v5nKmbOldPX8uvLunPcSSVM+skG+mf1YMQI+MUvQp3K3/jwK7Kza8ntVss1U7sx685cFv4lnaHDqnj+z5nsMKiKfn0hPR3y8kJ/b6isYuG8LDaUJjL5Z+tbDkaA+CsGpfXUpV5ERETiWRtHwFvcLruZrbab1GwB3ljxHT7+diQP3t5yc3OZNWtWLJ5aAupfb6Wwy+5VnHXeekZ9v5Kdh5ZilrbFOWYwcMfvRq+vu3UtY8ZVcOO1Ocyfm8GUqeu48PISBuZuWVgUlhVRWlbJ18uz2H1IdCaF1K3R3ZbiVVtESTS0VHirMBcREZGoMiPBEpu8+bUn/8brc96ou9qzkVMi2S67qa22mxSwVk8SdIVlK6isqSA1Ma3lk9vIHd55K5XxE8oxg5F7b6Ky6ZnhWxh7xEb2H7uW0uJMevdp+k6paR6V4rth8dJcMdPcqGQ8FeIqyERERESko4S2IWu6KB4z8UDGTDwQgP8bfO7qRk5pdrvs5rbadvcm985WAS6d1vJlSaxbk8j39m5ds7OEBJotvoMolkWvCm5pSD8TIiIi0pHauA3ZEhrZLtvMugPVzW213dyDxt/O5BJohWUr4maU9Z23UgEYuXdlC2dKv8wBUZmVICIiIiISLQlYRJfGNLNd9mXAuXXnNbbVdnMxaQRcOkRHdDeuqYFH7s9mUxX838/X09QHWjU1ob25X1mYTlZ2Lbvsrqb9IqARZxEREek6jDaPgDe6Xba7T21wvdGttpsSqAJcXdC7Jnd4580UfnN5N5b+IzRKu3xZMr+YWsKH76bwv8+SWFMIy5bB//4Hy5fvQFVV6D/bIYeXk9h07wVpZ/G41lxEREREuiLDLP4mfAeqAFcX9PhWWLacyprKdpvKvG4dPPoozJoF77/fl9xuNdzxwGo+/SiZe2/L5ZEHvuuJ0K0b7LgjjBgBh/2wlB0GVrPDwGqG76Xp57GgkVYRERERibWmppfHUqAKcIlPhWXL2+2x3GHJklDR/cQTsHEjfO97MOPOYo75cRlZ2Y47DBm2iaJViYzYaxM771bF0H7968Wzrt3i6UoaFs3NjWJrpFtERERE4plZ26egdwQV4BIXamvhydmZPHBXDv/+GLKy4LTToKAA9toLCsu+ayZoBsf8uDyG0bbOd0Xr8gbXVcSKiIiIiLQ30wi4SEhtLdx9Sw7P/CmL4XtV8vmyZN55M5WhwyuZNQsmTYLs7JYfRzpOJNPI9SGCiIiIiMQn0wi4CEBlpfHzM/N5YV4GI/eu5JWF6SQlwe33r+b4SWX0zwru+uHWFKTNFbpBWUsdlDhFREREpOvQGvA2Uhf0+NLaUc/nnszmhXkZXHH9Ws6eUop73RqNdg4wilSAioiIiIjED8NIsOa3Q3r75Xd4+5V/AeRGJSgCVoCrC3rnMO+pHAbuVMXZU0oDX3g3RQW5iIiIiEhstTQFfdTYvRg1di9efuKvJVEKKVgFuATfym8SWfJaBhdcVhK1wrv+tPDUxLSYF8f9MgfG9PlFRERERLoCNWGTLu+5ORm4G8eeWBbrULawLVtwiYiIiIhI/FMTNgmkumK0rSPH7vDnJzLZc+RGdtyluj1C2ybbEn+/zAEt/rtjPZIuIiIiIiKNM9SETQJk8wiw11JZW0lqYnqbHm/ZMvjZz+CDd1O5Zua37RBhx1OBLSIiIiISUBaf25AlxDqAbVHXBX3evHmxDkUiVFUFN90Ee+4Jb74J199WzMlnrot1WCIiIiIi0skZCRFdoilQI+Dqgh7//v1RCnff2JMTTikjv3cN06bAe+/BccfBb38LnreByppYRykiIiIiIp1dPI6AB6oAl/hWVQUXF/Tl0w/TmD83E4DttoNnngkV4ACF8dV7TUREREREOiGji3VBN7M+wHXAcHffO3xsInAM8C6wN/BHd58Xvu1UYCRQAyxz9991VGzSMe69LZdPP0zjd7OLKC83vi5M5IqLupEbtW3tRUREREREAIyELjYCfgAwFxhR71g6cJm7f2FmI4EngXlm1g+4BBjp7m5mb5nZK+7+3w6MT9rRS/PTuWNGHkcdX8qRx5ZvPp6b2a1dn6f+nt4tnSMiIiIiIl1XlxoBd/c5ZjamwbGH613dGfg4/PXhwNvu7uHrS4AjABXgAfC7O3O4/opuDB2xiatnrgKS2/05tBWYiIiIiIhEyoAES4x1GFuJ+hpwM0sHrgHGAKeED/cC1tc7rTR8bAtFRUWMGjVq8/WCggIKCgo6KlSJwIfvJXPd5d058pgybr9/NQmpNXREAd6QCm8REREREWlay9uQ/eOlN/nnojcBorZoNuoFuLtvBC41s52BV81sR2AVoRHxOjnAZw3vm5+fz9KlS6MTqETk9ul55ObVcNPdxaRnuDqci4iIiIhIXEhoYQr6fuO+z37jvs+Cx14siVJI0d30zMwuse8+higEehJaF74Q2KvebaOBBdGMTbbdR+8ns/AvGZx5bim5ebVtfrx+mQM0si0iIiIiIm1noW3IIrlEU0d2QT8YOA3oa2bTgFuAVOBuM/sC2AM4391LgVIzmwncZmY1wANqwBbfiorg6l92Jye3lp+eu77lOzRCxbaIiIiIiHSELrcNmbsvBhY3OHx9M+fPBmZ3VDzSPtzhiSfgF7+AkpJUbrijeJtHv1MT01R8i4iIiIhIh4r26HYkojoFXYLt66/huOPgpJNg0CCY/7dvmHR6WazDEhERERERacAwEiK6RFOgCvCSkhIKCgqYN29erEPpUtzhiUcyGTIEFi6Em2+Gv/8ddh9SFevQREREREREGpVgFtElmqLeBb0tcnNzmTVrVqzD6BKKvk0gOQWysmq54vw+PPnHPA48EB54AHbdNXxSZUxDFBERERERaVSXWwMuwXbMIX1Z+XUiOwysYtl/UzjvkhLuvDGXhEDNmRARERERka4qHteAqwCXrVRXw5crkhi85ybMnF/fupIzCipJSGj7/vRqviYiIiIiIh3PNAIuwbB6dejvkyavZ3JBKZW1lYS2axcREREREYl/BiRaYqzD2IoKcNlKUVHo757527a9mIiIiIiISFyw+JyCHqgVveqCHh11BXiPnjXbfN/UxFRNMxcRERERkRizFv/8beHfmXHxTIC2r7WNUKBGwNUFvXUKy1Y0erypQnnVqtDfPdowAq4iXEREREREYqmlEfCDxh/AQeMPYO7sv5REKaRgFeDSceqK9H6ZA9o0Ai4iIiIiIhIP1IRN4l5h2QqWfZWLWS553bdtBLxf5sCOCUpERERERGQbaB9wCYziokS696glMRHwls9X4S0iIiIiInEnDpuwqQCXrRSvTtD0cxERERERCbD43AdcXdA7ocKyFU02XotE8epEuvfUFmQiIiIiIhJcZhbRJZoCNQLeGbug129+Fsm5lTUbSU1Mgwaf5jR2/9YW4cVFiewxdFOr7isiIiIiIhIP4nEEPFAFuERHcXFCRCPg2mpMRERERETilQpw2aywbHn4K6OypmKL0epYFrbV1bBuTaLWgIuIiIiISGAZRoK1bcW1mY0FjgdWAe7u1za4/VKgD/ANMAq4yt0/be4xVYBHWVvWZkfDmuLQD2mPfBXgIiIiIiISXG0ZATezDOA+YIi7V5rZ02Z2qLu/XO+0LOAid3czmwjcDExo7nED1YRNOl5xUSIAPepNQU9NSNV0cxERERERCQ5rcxO20cAKd68MX38DOKr+Ce5+pbvXbdycAGxoKaxAFeDqgt7x1qwOFeC7989X0S0iIiIiIoFlzfyZ8/AzTDzkVCYecipAz0bu3gtYX+96afjY1s9jlgL8BJjWUkyBmoIepC7odWu8+2UOjGkc22p1UegzmV7hH61+WYNiGI2IiIiIiMi2M2h2i7ETzziBE884AYAh3UaubuSUVUB2ves54WNbPk+o+L4XuMLdl7UUV6BGwKXj1Y2A5+fHOBAREREREZFWa278e8s/TVgCDDCz1PD1/YHnzay7meXA5nXivwNudfe3zexHLUXVYSPgZtYHuA4Y7u57h4812SXOzE4FRgI1wDJ3/11HxdYV1dZCcVEC5eUJ1NZAn+1qIHPr84pXJ5CQ4HTvHn8t+0VERERERCLVliZs7l5uZucAd5pZEfC+u79sZjcBa4AZwGxgKDAoPNqeCTzd3ON25BT0A4C5wIh6xxrtEmdm/YBLgJHh294ys1fc/b8dGF+XMfM3udw1M5eamu9+AM2cHXeEPfeEoUOh784ZjNy7kuKiRLp1ryUxMTGGEYuIiIiIiLRNc1PQI+HuLwEvNTg2td7Xx2/rY3ZYAe7uc8xsTINjV9a7Wr9L3OHA2/U6yC0BjgACWYAXlq2gsqaC1MS0WIdCdTU88kA2w763ieMnlpGVU4sZfLk8iRX/zuPDD2HePKipycfMycp2+m5XDagAFxERERGR4GrLCHhHiUkTtnpd4s4LH4qow1xRURGjRo3afL2goICCgoIOjHTbfFUef3t8v/lGKmuKE5l+xxqOPLZ8i9v6ZeYBUFEBi//1NQvmZvCH+7PZdY8qICUG0YqIiIiIiLSdoQIcaLJL3Cpg53qn5QCfNbxvfn4+S5cu7fggO5H5czNIS69lzLiNTZ6TlgZDhlUxZFgJ519WQkICNLpAXEREREREJBCa3eM7ZqLaBb2ZLnELgb3su+/QaGBBNGPrjGpr4YV5GYwZW0FGprd8ByA5GbT8W0REREREgs8ivERPR3ZBPxg4DehrZtOAW2iiS5y7F5rZTOA2M6sBHlADti2tXg3PzM1kY2UKPboncsCYCtIznCWvpfHZf5JIqYaystDl23XdqamBrGzn22+SOPLYdbEOX0REREREJHoMEiz+dt3uyCZsi4HFDQ432SXO3WcTKtC7jHVrE7jzpjyOmbSG4cO3vr22FhYtggcegD//Gaqqem6+LTWtluxsZ3XRlsPVGRmQnpGBGawuSiQjs5ZDx5c3fGgREREREZFOTWvAZbP1pcZpx/Xm3aWpzH4wi5n3FDPhR+WYwRdfwEMPhS4rVkD37nDeeXDYCd+QkVNO0dcZPP9sJsWrEzn6uHL2Hl3Brr37k54OCQlQWFYIwNriBCo3GTm5kU0/FxERERER6QwsgjXgi+a/wssLXgHIjUpQgH2381f822WXXfwHP/gBEyZMYMKECbEOZyt1XdDdobJmWPt25QAAEiZJREFUI6mJafTLHLjFOXMWruTVF9N5+YV0lv0nmel3rOGxP2TwrzfTGbRzFdv3q+aNxem4w7hxcOaZcOyxkJpat73ZxvD2Zlv+MPXLHLD568KyyLqxN3ef+reJiIiIiEjnZGZvu/uols8MlmHf29PnvfZsROcOzN4lat+DQI2A5+bmMmvWrFiH0Sqffw4XXwzPPtuH5GRnt8GbuPeRIsZP2MiRPy7m+Sd78NycDL4qTGLaNDjjDBg0KNZRi4iIiIiIBJOmoHdBZWUwYwbcfHOou/jUq9dy1s/Xk55eGz7DSE11Tpq8gZMmbwA0+iwiIiIiItJW8bgNmQrwDvTcnAymT4PCQjj5ZLjxRqBbaazDEhERERER6fTicQQ8/vqydxIv/SWL8yb3Ij8fXn8dHn0U+vWLdVQiIiIiIiKdX10Ttkgu0aQR8A7gDnff3IOBO1Xx5pvJJOm7LCIiIiIiElUaAW+jkpISCgoKmDdvXqxDadZrr6Tx4bvpnHthiYpvERERERGRmLAIL9ETqPIwCF3Q3eHumbn07lvF8SdtAHrGOiQREREREZEuJ/7GvwNWgMerdesgJydUfF93eR5LXk/jyhu/JTU11pFtSd3VRURERESkqzCLvwnfKsDbweTJ8Ne/wvY79OXjD1KYfHYppxWsBdJiHFlIJIV33TmFZSs6OhwREREREZEOpxHwTuqUU6BPH/jn284lV65jytQSNtW2fL94pFFyEREREREJvuiv746ECvB28OMfhy5fla8EQlPRRUREREREJDbMaHGLsYXPv8iL8xcB5EYlKNQFXURERERERLqgw486jFvuvgmgJFrPGagR8CB0QRcREREREZHYi8d9wANVgHd19ddn1zVLa2zNttZxi4iIiIhIV6cCXLbSL3NAqzqPq8gWEREREREJFhXgcUBbgImIiIiIiLSvlpqwxYIK8ChrbuRao9oiIiIiIiKdl7qgi4iIiIiISCdjEf+JpkCNgKsLuoiIiIiIiLTEUBO2LiU1MV1TykVERERERGIkHteAd8gUdDPrY2YPmNlbDY5PNLNlZnZ0g+NjzeweM7vGzK7uiJhERERERESkK7EIL9HTUSPgBwBzgRF1B8xsELAK+LL+iWaWAdwHDHH3SjN72swOdfeXOyg2ERERERER6eTib/y7g0bA3X0OsL7Bsc/d/dVGTh8NrHD3yvD1N4CjOiIuERERERER6SqaH/le8JeFnH/ORQC50YooHrqg92LLYr00fGwrRUVFjBo1avMlXhuy9cscoPXfIiIiIiIiMWOYNX85csIR3Hnf7QAl0YoqHpqwrQKy613PCR/bSn5+PkuXLo1KUCIiIiIiIiLtKR4K8CXAADNLDU9D3x+4J8Yxtcr2GRr1FhERERERibV43Yaso7qgHwycBvQ1s2lmlm4h04ABwEQzOxzA3cuBc4A7zew64H01YBMREREREZG26SJd0N19MbC4kZuuC18anv8S8FJHxCIiIiIiIiJdT/yNf8fHFHQRERERERGRdmUWfyV4PHRBj1hJSQkFBQXMmzcv1qGIiIiIiIhI3LKI/0RToEbAc3Nz43brMREREREREYknGgGXANGHHcGhXAWXchdcyl1wKXfBpdwFn3IoUWO0uA943aXJhzAba2b3mNk1ZnZ1I7enmdldZvYrM/u9me3aUlidtgCP5jT1zvpc0XyB7IzfQ+VKzxWJjsxdZ/3+xcsypPbOXWf9HsZLvupra+466/cvHnPVUGty1xm/h0HIVVOay2FnzFW0n0vaj5llAPcBF7r7NcAwMzu0wWkXAF+4+3TgNuDBlh5XBbieKy50xu+hcqXnirXO+v3rjLmCzvs97Iz56qzfv86YK+ic30PlSs8lLavbB7wNa8BHAyvcvTJ8/Q3gqAbnHAUsAXD3D4DhZpbTbFzu3up/VLSZWRGwIsLTc4GSDgynKzxXT2B1lJ6rM34PlSs9VyQ6Mned9fsXq1w11N6566zfw3jJV31tzV1n/f7FY64aak3uOuP3MAi5akpzOeyMuYr2c7XGAHfPj3UQ7c3MXiD089aUnkDdv/tzdx/a4P4nARPd/djw9bOAMe5+ar1z/h0+593w9cLwOZ819aSBasLWGX8wREREREREpH25+/g2PsQqILve9ZzwsW09Zwuddgq6iIiIiIiISCstAQaYWWr4+v7A82bWvd408+cJTVXHzPYE3nP30uYeNFBT0EVERERERESiwczGAScARUCVu19rZjcBa9x9hpmlAzOBb4CdgRvc/T/NPqYKcBGR6DEzc73wioiIiHRJmoLehZnZTrGOQSJnZiNjHYO0jpntbWZnAqj4DhYzG2xmzTVwkThlZjubWUqs45BtZ2a71ZvyKQGk95giTQtUEzZpH2aWDxwBHGtmy4BX3X2+Rubil5mNB+ab2Y/c/VkzS3L36ljHJc0zs+7AYcCuwEdmltPSuiCJD2a2HTAOGA+4mb3k7g/pdTL+hT8wORrYF6gxs2XufqtyF//MrDeh/3dHAyVmtsTdH1bugkPvMUVaphHwLsbM9gF+A7wH/AJYB+ytF8b4ZGZ1/0c3AS8Syh3uXm1mTW5aKHFjP2C9u/8aWA6kmlkyhKaixzIwadHPCX1IfTLwErCDXicD42gg391/BswCrjKzEcpdfDOz3YBpwH+A/wP+Bhwc/sBZuQsAvccUiYwK8C7CzHqEv/wW2ODu77n7V8BGoFovjPElPHKKu9eGC7VhwMVAoZldHh7h0bTYOFSXOzNLIjTyXW1mpwOHANOB39edGpsIpSn1cpcLDAFWhV8b+wMOHBC+Xb8745CZJYVfL7sDxeHC7T1C/+euC5+j/3fxaz1Q7u5vuvt6oAb4UrO94p/eY4psG72J6OTMbKiZXQDcYGZHAIXAZfVOKQTeNLPUunb6eoMSO/XyNd3MDjez7uFfXBXu/hHwFKH8nezuRTENVrbQIHfjw28aEwiNBnzm7jcTyt2JZrafu9fGMl75ToPcHeHuJcAC4DAzmw/UAv8GFpvZmHofjEmMmdlwM7vbzBLdve6NvgFjgczwab8E9jGzvVUIxI/6uQNw96+BGfVOWQd8YGYpZpYdvo/et8YRvccUaR29kHVi4dGc04FnCU1fPh74VYNPk4e5+0uE1spdCmoSFSuN5OtHwDnhmw8ws3OBVOBlQtPyhtS9cZHYaiR3PzazC4E7CG1JMRTA3VcDtwC9YxSqNNBI7k4ws6nufh+hGQtL3f06d3+C0ChqXS71OhkfjiT0++uSesfuA/YEjjCzdHevAe4BMmIQnzRti9yZWYK7r61XoI0g9EHYvoQLc31wGT/0HlOk9VSAd267Afu7+wp3fxqYDww1s7EAZpYJ9DGz84CrCO1fJ7HTWL5GWGj/wecITcW7B3iGUGOvkeE3lhJ7DXP3F0LTlXckNPo20cxGmdlhwPbAW7ELVRpoLHd7mdn+wGhgkpmlhUd3BhD6AEzigJl1Az4htG74x2bWD8Ddy4CbgB8CJ4WbWA4CPo5VrLKlxnJXf2ZJeAnPIEIfQl8JfBU+rtHT+KH3mCKtpAK8k2kwIvouUG5mR4Wvv0loGuXg8DSuA4EJwA7AKe5+V1SDlZbytRT4CNgDmOvu88K/0L4EdnT32dGNVuqL4P/ax8Ch7v4goTWoPyRUkJ/v7oVRDVa2EOHr5LDwm8p/AHcDOxHK3SdRDVa2UD937r6W0AcmfwfeIfQmv+62R4DbgV6E1vBfoGU7sRVJ7jwMGEloB4K+wKnufkPd7dGOW5qk95giraQCvBMws2FmNsdCWxzV1FsjlQC8SmgEIDncEKMSSAtP41oN/MjdL3X3lTEKv8vZhnwVEup+nuruleHzyt39r3ojGRvb+H9tI5AD4O6PAte6+33uvi420Xdt25i7CiAvfHsBcKG736XcxUZjuavLX3i663rgj4RG34bX3S/czGuGu98fLvgkylqbO2ADcJy7X+Tu38YgdAkzs0FmlllvdkLdByl6jynSSirAA8zM8sxsBnADobXB+8AWa6Q2AW8QaiB0bfjYBqA8fN5Sd/9bVIPuwtohX7X69D822pC79XWPoeUCsdGG3JWGz6tw7d0eE83lLjxdOd3MssPX/wYsBv5iZlMsvN2fxEYbcne+maW4+yfuvjSG/4Quz8yyzGwSofX3twCTYYvfZXqPKdJKKsADKrw+8Z/ASmAiMAf4X73bzwfuJfQJ5JVAbzO7A1hDqBmNRFEb83Vv1AOWzZS74FLugiuC3E0h9Ltsx/D1gYT2bb8PuNvdq6IbsdRpY+7ucvdN0Y1YGgrPUvg5kEtoFtDHQI+60e9wk1G9xxRpJdOAWjCZWQZwtrvfFr7+K6DS3W81szzgV8A97r4ifHsSkOLu5TELugtTvoJLuQsu5S64WpG7PKBWsxViT7kLvvAMkpeAm9x9vpldAuQDjxBqnncDcK+7Lw+fr9dOkW2gAjwgzGwQMA54vO6XlJmluntl+Ot9ge3c/ZkG90twbdsRdcpXcCl3waXcBZdyF1zKXfA1kcMLCTXDywY+AFYBU4Ar3P2p8DnKoUgraAp6AJhZCjCV0B6Lx9Qdr/vlFrYToT0zN2/TYWamF8boU76CS7kLLuUuuJS74FLugq+ZHN4GXA584u5XeaiL+W8JbaWpHIq0gQrwYEgB3gcWAaPDn1Q23A9zHpBlZll1jbrUsCtmlK/gUu6CS7kLLuUuuJS74Gs0h2HDgQsBzOwA4PuEGq8phyJtoAI8DpnZ7mZ2uZntE/6FtQGYBbwCJAPHwlYvfnsQ2q92Y9QD7uKUr+BS7oJLuQsu5S64lLvgizSHAO7+PDDXzH5PaF/vS939rZgELtKJaA14nAhP5XEzO4fQ3sGfAwcDme4+ud55U4ChwG3u/klMghXlK8CUu+BS7oJLuQsu5S742pJDM0sDctx9VfQjF+mcNAIeB8JTtdLDV/OAF9z9SeAq4Edmdli9058itPfiLWZ2XnjtjkSR8hVcyl1wKXfBpdwFl3IXfG3MYaq7V6j4FmlfKsBjzMxGA7cCM81sCKFPJAcAuHsxcDUws95dEoHewL+AP7r2y4wq5Su4lLvgUu6CS7kLLuUu+Nohh5WISLvTFPQYMbMs4Brgv8CTwAOEXvDWAT93993D56UCzxJad/OBmfUE0ty9MCaBd1HKV3Apd8Gl3AWXchdcyl3wKYci8U0j4LHjwFfAIndfC1wL7BPe5qHazC4In9cD+BT4GMDdV+uFMSaUr+BS7oJLuQsu5S64lLvgUw5F4lhSrAPowsqBOe7+Zb1jS8J/XwmMN7ObgVLgbXeviXaAsgXlK7iUu+BS7oJLuQsu5S74lEOROKYCPEbCW3TUf2EcANR1DU0BbgDygc/D63QkhpSv4FLugku5Cy7lLriUu+BTDkXimwrw+NEXWGNmfwIqgRfdfUWMY5KmKV/BpdwFl3IXXMpdcCl3waccisQRNWGLA2bWB/g78AHwpLs/GuOQpBnKV3Apd8Gl3AWXchdcyl3wKYci8Ucj4PGhFngQmKktHwJB+Qou5S64lLvgUu6CS7kLPuVQJM5oBFxEREREREQkCrQNmYiIiIiIiEgUqAAXERERERERiQIV4CIiIiIiIiJRoAJcREREREREJArUBV1ERCQCZrYPcBOQArwIpIdvmu7u65q53wXufnsUQhQREZE4py7oIiIiETKza4Asd78kfP0I4HpgH3evbuI+y919YNSCFBERkbilEXAREZFWcvcFZnY1MN7MzgFeA3YDHnP3RWZ2IpAXLtw/dffHzezXhH7/1gDr3f2mWMUvIiIi0aUCXEREpG1WADsCt4WL7u7AQmCRuz9pZje5+zUAZnY4sK+7Hxa+/lcze9Hd341V8CIiIhI9KsBFRETaZgDwR2CMmY0GqoD8Js4dBmSY2WXh6182c66IiIh0MirARUREWsnMDgPSgJ2B7dz9p2aWAvys3mk1ZmaEiu/3gNHuPiN8/0OAz6IctoiIiMSICnAREZEImNko4CAgxcymARlAMnAI0As4wcxuBtYAuWb2I3d/GngemAng7heb2T5mNh1YD3QDLtv62URERKQzUhd0ERERERERkShIiHUAIiIiIiIiIl2BCnARERERERGRKFABLiIiIiIiIhIFKsBFREREREREokAFuIiIiIiIiEgUqAAXERERERERiQIV4CIiIiIiIiJRoAJcREREREREJAr+H4xfD5e5hU4eAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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j/GB6X5BDcIjBGPjrd1+atBICguvwBhqYmsxbrkpQXtF13B3cV3T+sh5UlGQEKKWUUkop1Wh44WCoBuNuEhhkeHPOLiaPjeOk0zLpf20+oQUJLF4MCxfCp5/CrFmxREUXMXR4Ol+tCGTd6iCaNCvgljszOe2MXDp0KoCQ2unPzuzqp4O7S01HYKt6rZoe680j5e5Kua/aAwkN8JVSSimllBcSdM54bSpZ2iwxMZHExMS67k6ZwsINE2ekkleUi49PINHhMGiQtRUWwsdLknlxSjiTxkZijyji/kcPsna1PxMeizx0jpgYaNvW2tq0Ofx1SHMfopu5p9/1Ifj0Zq4EpZV9xtUpRqeUUkoppZQqh/fF4vU3GK/vS5v5+kLP3rn07J3Lll/8aNqsiMjoYoaNymXfrhB++9mfP7f6kbozkm3brKJwc+daQbwlntgmhZzaLY9WbYro2SuX8y7KqctbatA8ldpdlUDeW3hbf5RSSimllDqKzfui8XobjDcknU4oOOJ1i5ZFtGiZwwWX5BAfcniUvLAQkpJg2zZY/+N+Nnzry68/BLFqWRDvvBHKrzv/IyDgyHOXl57uSY1lpD2vKK/agam3B7S1veRcyc9li+CG/TOhlFJKKaW8gKDBuKoZX19o3draOnTP5NpbcgjwCWTxgmBuuy6OzRsD6N6z9pZSK6/4V4BPYJkVuKHhB9x1ydsD9urQoFwppZRSSrmfIC7OGTdu7okztwTjImIDFgDfAv5AO+BmIAiYBGwD2gNjjDHJZRw/GDgFKAL+Nsa85o5+NhTde+YhYvhmbWCtBuPV4RyUN8TgsbbpZ6SUUkoppZT7NZpg3GG9MWY8gIjMB64EzgKWGWM+FJFEYApwvfNBIhIPPACcYowxIrJBRFYYY/50Y1/rtcioYjqdUMA3XwUw4sG67o1SVVfVzIrS7TUzo+pqsuyfUkoppVR944XF1N2z2poxptgpEPcF4oHfgb7AekezdY7XpfUBNhljSh5KrAcudkc/G5LTz8xl47cB5OfXdU8sJcuWKeVOSVk7NLugivQzU0oppVRjY00ZF5c2T3Lr0uci0gdYCCw0xmwE4oAMx+50INIRrDtzblPSLq70uVNSUujateuhrT5XVq8Np5+VS26OjR83BVTeWCkvVduBogaeVaOfl1JKKaUaJLHS1F3ZPMmtBdyMMUuAJSLyjojcCewFwoCDQDhwwBhTWOqwvcAxTq/Dgb9Knzs2NpaNGze6p+P10OmOueLrvwrgivPruDNuVpIzURepJsaTk0gaqZJl5MorEljSJsAn0NNdq1c0DV0ppZRS6rDKAu2iv9Mo/jsNwO6RDuGmkXEROU5EnFPQ/wHaAp8DPRzv9XS8RkRsItLK8f4SoIsc/rR6AF+4o58NSWR0Mcd1zmfBxyFOa5HXP/tTbPz9x5HPiLKzYc0amDwZ+vWDLu3iOeP4Fvzz15HtcnMrD5ZzcoS9yTb2p1TvR/+VaeF069CCdeuqdXijkZsrXHlBU2a9FlbXXTlqjXgd/VVKKaWUamwqHxH3PSYC/z4JAGme6pW70tTzgFtE5FEReQLohFWsbQxwgYg8ilXQ7QFH+xNxBObGmCRH22kiMhV4U4u3uWb46DS2/urP1Knlt/nrd18+/ySYgwfcOkOhyvLy4LXnw+jZuQW9T23BdZfG8eh9kXTpAuHh0KsXPPQQ/PornHVuDtlZwuB+caQkW/exfk0AJyW05LJzmrJoUdlBeU6OcPZJzenSriUnt2nJFb1bMeftUJKSXO/npx+GkLzbl3PPhbffrqWbb4BemmJnw/pAPpsbUtddUUoppZRSChHXNk9yS5q6MeZvrGC7LLeV0X4z0Nnp9Wxgtjv61pD1vSKbiy/LYuzYEPr1g44dj9xvDNxxfSy//+aPj4/hvkcOMnx0et101iEvV5j2bATvvxVK6n4fzr84m1NPy2PWq2H8sDGA7qfBgw9Cjx7QvTvExkJS1n5+2OjPNZc0oe/Zzbi8fxZvvx5G0+ZF7NvrQ9++0K0bPP44nNT78F+qT+aEsGeXL/c+fJDAIMNH7wUz6q5oRt1lrd1+1lnW1r6LL+06FB71l3Fvso0tv/hzx8g0/vzZzpAh1sOBiRM9/KFVw45/fAkPLyYyuviofcZAQYGVgZCdDX/t8WXLllDSUwO55oZMfKv4r8Rfv/vx8nN2AgIMP24KIDcXAr0go7yxj4aXrOmulFJKKdXYCK4vbeZJbp0zrjzvqecOsL5rCLfeCqtXH7lv5ZeB/P6bPyMfOsjPm/2ZPjGCy67OpnXbustrn/hoLLPfsHPxZVkMuT2DM3pZc9/vuj8dYyAhvOylqk7pms/sT/fy3NN2Xp1u55gOBXzwxR4iIotZOS+Bp5+GxETofEozRj1+kN7n5/K/l8I44aQ87h2ThgjcPHwvf/4Szu8bmvHVV7B4Mbz7LkALevbK4ZV39h0RvK5dGQRA4lXZXPCMnREj4NlnYetWeOZ1wS/Y3Z9W1RkDzz9jZ8pTEYgYTjg5nx69MmnVChZ9GsLPm/3JzoKiIuejWhz6Kj3NxrB7XX9gcyDVxvBbYggMMjz8ZCoPj4jh5x8C6NYjr/ZuSimllFJKqaoQDcYblYQwqwadp0fjmjQtYto0uOkmePlluOLmw/tenW6nafNC7hmdxoFUH846sTnPPBHBy2/v82gfS6xYEsjsNyK57Z50Hp944Ih9Nhey6E87I485n+9lxz++REYVEW63ctNvuQVuuAFmz4Ynxtu44YomnH9xNn9s9Wf6G/sOjXiLQOeT87m4J4wcaQWuf/wBs+el8uwTkSSe05QnnjnA2eflgA2+WhFIZFQRJ5yUj5+f9fkefzyMGAF/nt+MmfP+pWWLI/uYmwvTJ0VwYJ+NK/rCeedBZGRtfHqWzAzh+WfsnNg1k4v6FpKebj0c2LoVtmyBVWub8M3aQC7vn8UxHQv4akUgM1+MorBQaN2ugCuvzaRFTDjBwRAcDCEhkOe7jxZtsnh1aizPTbBz6ZVZtEwoqrQvKck2Bl7WhH/+8uO1/9vLyV3yeHgEbPxGg3GllFJKKVW3bOJd03ShHgfjaWlpDB06lMTERBITE+u6OxUK8Ak8qjK0O914I8yZY82x7na+D/GtivjpB3++XhPIoxNS8fe3gvah96QzY3IErdoUclIHaNbM2ozdh9i4Inx83NfHRYvg3qExdDw+j9FjD1R+QAUS2hw9su/nZz2Q6NVvJ089HMWs18KJa1pI4lVZ5Z5HxErtv314Bt1Oz2PooFiGXB1HTGwRT83Yw5oVgZx5Tu4RDwruugs6dIDEy3x5ZmwsL7x5kAP7bSyaH4x/gOGtV8L4eXMAoWHFvDfLesjQvTucca6dCy/N5rjOBdW+74ICuH1wLGuWBwF2gkOKyXa6PV9faNPOxiNPH+D24emIwMiH0th/MI8DySGHUvHjQ8KPOG9SVhZ5RbmMn5rKOV2a8+h9Ucyam1LhHJrsLOHGq+LY8Y8vb81N5qxzrDXm27Yv4Lv1AQy7t9q3qWooKfMfAMSVJ1xKKaWUUg2UFw6M199g3G6314u1xSsKwkv2lYyex4ck1MpIugi89hqccAI8eHc0b8/by2P3R2KPLGLgkMxD7e4Ymc6KL4N4aUrp6v3xtO+Yz/yVewgLr921vPbssUahP/gA2ncs4vlZuwgMdF+Q4O8PT01N5ZwLcwi3G/z9XTvu1NPy+frXnaxaGsT0SXaGDbSGvM8+9+jiihdcADcPy+DV6eHcfk8WY0ZG88MGa733cHsxMz/cyzkX5rDzlwSWLIElS+C5CXamTbQzf+UeTu6Sf+hceXkw67Uw3nolnC7d85j+DLRpc3T//tzqy9TxEaxZHsTkF/YTHpXLuhXhHNcujE6doFMnaNsWkvN3H3VsaJghOqLyqQnN44t4cOxBxo6O4rXnw7ljRNnp6jnZwsjbovn1J39mfphyKBAH6NYjlyULgyk+eqq68mIl88tbBHvuIaJSSimllLsIgs0Lo/F6G4w3JM4Be22NoCckwKRJcPfdQQxMbMKmbwN5YWbKEcF1aJhh0Vd7yM8Hv8wEdu+GXbtg428HmPBoBBMfj2TC9NRa6U9xMbz+ulWMLTsbnnwSBt61G3zzAfdX9zq3T27ljUrx94cL++Zw1rm53HdHBCsWh9Lr/Jwy2w4bmca7/wtlwMVNyUi3Mf2NfZx6Wh5R0UXYI6zPvGdPa3vySfh+WxLndm3OC8/a+d+cFIyBxZ8F8fRjkezY5kfX03P58vMgjv3MSoMfMwbws9Leh90Qy7JFwdhshgfHHWDgTZnkFeVy6eWFxIeUWkos/+i+VsVNwzL47usAJj4Wga+vwe4HO3bAv/9af+7YAfv3W6sSPj4plfMuOvLz6dYjjw/eCWPNikC6OhUUTM7xJbbJ4c+mLjg/BPPG8ymllFJKqdqjc8ZVrbFG0bdX2GbYMHjnvVy+XhPIJf2y6Dcgu8x2/v4Q3xJatrRed70gneTdPrz5Yjinn5nLCSflExZeTEioYXeyL+mp/mQ1hZgYa/5zZdmv2/705YE7o9mwHnr3hldftdLBk7Igr/KpyHUuKMgwfeZuinKDCA4pO3iMjC7m1nsOMP3pGG65M52rris/HR4grkkxN9+RwbSJEWxYH8BLU8NZvjiYDp3ymT0/mV7n5bJ7pw8vTYhnyhSYORNGPBTGutWBLFsUzP2PHmTgTRnENXHvkLMITH11P3//6ccTD0YB1rzyhARo1cqqWm9veoDjOhdwbp+jH1R072k9BLm+X5NSe1oQElrMvQ+ncfOd6fj5ufU2XFadEeHDfw+97x94pZRSSilFrRRwE5HzsVYM2wsYY8wTpfa3wVqiewNwMvCeMeazis6pwXg9Fh/S+ojXpVPcbTaY9vp+Xn4unNGPH0Sk7PW3yzLqsYMsXRTEXUNiK2xns0FUFERGN6Nn71zuG5N2RAXyhfOCeeDOaHz9DDNnwpAh3jlfwxXlBeIlho7cz3HHFx81Olyem4Zl8Nrz4Vzdpwk2G4ydnMqQ2zMOLSXWrEURs2ZZI+MPPACPj7KC4SefTeWmYRk1uZUqCQk1LFi9m21/+tG1Q3MiI4/8HiZllV9tvXXbQj74fA8pe32IDjz8s7Q/N4X5H4Uw/pFIli0O4t1Pkr1i+bMS5Y1yN7bR78Z2v0oppZRquGoSg4hIMPAqcLwxJk9EPhaR84wxy52ajQbWGmOmicgpwIeABuONWUKbQia/UPVU8+AQw4KVe9j4bQAZ6TbS04SsTBvhUXk0a2rDPz+Offs4tP31byHvvhnGpx+FMH5qKpddnc0Lk6OZMSGGU0/L45V3UjitY7wb7tB7+PvDxZe5FogDREYVM2xkOrNeC+OVd1LocXbZFcdPOQWWLYPZ85NJO2ArN8PBnQID4bjOBUSFVP3YkuXq4p2O3ZmdTb8B2Xw0O4R7b4/hnptieXV2iluLBtZ3SVk7yCvKLbMgpAbNSimllFLlq4V1xnsAO4wxJb+wrwP6As7BeDJQMvoUC2yq7KQajKtyRUYXc8ElRwaXh4OBI9smZaWw5Rc/Hh4Rxd03xTLzlTy+/y6AqwdmMvnF/S4XTmtsRjyUxj2j0yoNQkXgnAuqPu/d2/UfnEV6uo2xo6J4ZGQUE5937cFR8m4fpj0ZTZPmRTRvUUjybh98feGay6FrV9eWxnOXmgbG7g6sk/f48MmcEFYvC6RbjzzuHXZ4ikp16IMApZRSStUHFQXjOZv2kLtpT8nLmDKaxAHOqanpjvecPQd8IiLPAacBT1XWp3objNenpc0ai04nFPDR4mQmPh7JGy+Ec/3QA4yfkl6ngZG3E6HRjwbfcmcGe5N9eGmKnZi4Iu4ZU/FDh+JiGH1HM75dGwxAYaHg42MoLobnJkCTJtC3L1x6KXTqIfgFe+Iu6oecbOGiHs3Yl+JD2/YFTJ8UyIzJcMklMHQodD6bQ9MknFU0Kq+UUkop5f2kwmA8uGszgrs2A2DvuLX7ymiyF3CulBzueM/ZLOBNY8z7IhIL/CkibY0x5Y421dtgvL4sbdbY+PnB4xMPcOe9aYRGZWOzedFEYOW1Hhx7kH17fZgxOYKtW3wY9WgGzbuUPcL91ithrFsVwqTn99N/cCb79/njwdu0AAAgAElEQVQQG1dE+kEbP33VkoUL4eOPraJ3AQEtGf3kXm67M9fraxVUpRBcdUejly8OYl+KD//7YC8X9s3m3+2+fP5ePDNnwsKF0KxFCx5+6gBXXuPeqRA6mq6UUkopj6p5Abf1QIKIBDhS1XsCL4tIFFBojEkHWgIl6wofAIqBCocl620wrrxbTFxxvaiUrryDCEx6fj8t4gt5dUY4Sz4Lw9cXmjaFZs2geXMIjYpi629+fP9dAOdclMnAmzIRgWbNrR+0qJhiBg+GwYOhoADWrYOnn8nhqQeb8M/vGYyfltrgshBKF210tnunD0sXBXP9LemHHkR89nEwsXFFh4oMtmpdyNNPw7hxVjA+5rFixo2K4ooB2R57eKGBuVJKKaU8oSa/2xhjskVkGPC8iKQAPxljlovIM0AqMAm4FxgpImcAbYAxxpiyRtkP0WBcKeUVfH3h3jFpDLhpH0s/iyR7XzS7d8OuXbBtG+xcG0x8QiH3jUlj0NAURMovRODnZy2j17ZLCk8/Hsrr06NpFl/IPaPSeXV6OGKDO0aUXwW+tOosX1adZdJq0+MPRLF4QQgnnpLLyV3yyUgXli8O4robM496KOHnB1dcAduS03lgWAx/bPGj43EFddJvpZRSSqnaJoCthnNnjTFLgaWl3hvt9PVaYG1VzqnBeAOiI0vup5+x+8XEFTHk9kziQ6KPeD8pK+nQ13lFrq2vbrPBqHH7SN4ZyHNPR7D1V38WfBxCUHAxN92RTkBAxcdXNPLsirzCXJKydlT4c1PTa5Rl82ZYvMCqsvjZ3FBO7pLKl58Hk5dr47Kry09B73GWVSB0/VcBVQ7GdYRbKaWUUt7M5oVzFrW0lvIq8SEJlf4yX16bqhwbH5JAgI/OZ3en+JDWxIe0rutuIAITZ+ynRctCFnwcwqmn5ZGTbWPD13X//S8pjFbbxo2DcHsxp5+Zy8JPQiguho9mh9A8vpAu3cteQg+gZUIhzeML+WZt9T6bvKJctzxcUEoppZSqEbF+J3Rl86R6G4yXVFNfsGBBXXelXnElYK0LpfvliX5662ehal9YuOGdeXuZOGM/732WjL+/YdWyug/G3eH772H+fLjt7jQG3pTB7p2+PDQ8hrWrgrj1ropXNxCBHmflsn5NIMZUvw9JWTuO2JRSSiml6pI4qqm7snlSvU1T12rqNVMShNb1L8o1WSpJA2nXVeX77fy51vXPR21q16GQdh0yATjtjFxWLQ3i0acP1nGvat+4cRARATffaQXeAYHFvP92GKeflcstd2VUevzpZ+bx8fuh/LnVj/bH1v9546V/hvXfDaWUUqpxkirU/vGUehuMK+WKkjTpqgSV3vKgwh08EYh4Q2p6ZXpdkMvTj0Sye6cP8R3quje1Z+NGWLAAnnoKwu3W0PaFfbNZvSyI6a/vw8eHSke8Tz/LSpv/Zm2A1wfjFQXaDfHvr1JKKaWqz9Oj3q6ot2nqSrlbVdLY40NalzsH3d3p8BXNf/dkKn59Svvvfb61tNf8j0LIK38KdZVs+tafnf/V7dpp48ZBVBQMH374vUkz9rH0m53Et3JtrcGENoW0aFnIok+D3dPJOqRz2pVSSqnGq9GkqYtIO2A88D0QD+w3xjwpIp8DIU5NOwMtjDG5pY7fDmx3vNxpjBnkjn42JuUtr1SXwZMnr12Ta8WHJFRrZN2VNrUVGLjrs2yoWQIdjysgvlUhTz8ayaSx0LEjnHgitD42nFO75x2qKl6Z4mL45Ud/pk2M4MuFwXTvmcvcJclu7n3Zftjoz+efw4QJEB4O6VnW++F2Q7i9CFefvYrAjUMzmPBYJJs3+XNyl3z3dVoppZRSykMqi7Ozfksh+7d9AHZP9Afcl6YeBcwxxswHEJHfHIH4O8aYDxzvtQUeLB2IO8wyxoxzU99UJRpqAFYTnn5oUZWAvq55Sz+qQgQ+Wb6HDV8HsPOPWH76Cb75BubMiQTgpjvSeXzSAXxL/QtpDGz705cF38CKFbByJezf35ygYKty+TdrA9m+zZfWbQs9fk/TJkQQHQ13313zc11/awYvTQ3npSl23ng/peYnrGXVWfddKaWUUo2XVSm94t8bQo+PI/T4ODK+25nmoW65Jxg3xmwo9ZYNyCoJxB3uAV4o5xRnichoIAz4whjztRu6qZTX8dYgvKaZBaWVZGrszK67Bz5NmxWReFU28U65Olt2/8u0CRG88WI4Kck+vPLuvkP70g7auPKCpvyxxR+Ali0hMRFO7plCr/NyKCiw0f3YFnz8Xgj3P1q7/4YXF0PyHh/sMWXv//47f1Z+GcSkSRAWVvPrhYUbhtyRwYxJEfz+m1+V1xxXSimllPIunk9Bd4XbC7iJyBXAEmPMVqf3woEEY8wv5Rz2sDHmOxEJBr4XkUuNMX85N0hJSaFr166HXg8dOpShQ4e64Q7qt/LS011ROohKytpRrern9XHktDpqO2BtDEp+Pr0lCyPcbhg7+QA2H8NrM+w8tTeVmLhiAFYsCeKPLf48/OQBbhkYSdu21lPWpCxHPjiGM8/J5eP3Q7l3TBo+1Zw+XjL6vmYLbNpkbT/8AOnp8TRpVsAll+cwZvwBAp3KBEybGEFUdBF33VV7c9ZvGZbBzJfDeWh4FB8tTvaKQWhv+TlRSimlVP3T6IJxETkHOAcYWWrXzcDM8o4zxnzn+DNbRDYDPYEjgvHY2Fg2btxYux1WFaooYNTU9uqpShDeWAP2unDpldm8NsPOutWBXN4/G4Dli4OIjSvijpHptAqLLPO4/oOyGH5LDN98FUDP3lWvDJeVKdw2MI6vVgQBEBgIJ50EgwZBbEIq337tx1uvhhMcYnjoCWtZts2b/Fm1NIiHnzxAaGjZ/aqOqJhiJkzfzz03xzJtgp1BtxeQuseP3zJh3z5ISbH+/Dc5iv6DM2s8t7zk3w79OVdKKaWUO9hsjSgYF5G+wFnACKCZiCQYY9aLiA3oA8xwamsD4o0x/4rIeYCfMWaxY/cxwN/u6qeqXc5BeU3WEFeqLnU+OR97RBFfrQzi8v7ZFBbCqqVBXHhpDrYK6qBdlJiNPbKIN18Op2fvqs21Tk8TbriyCT9sCODhJw9w7eWRdOoEfn7W/qSsDG4Ylsujw5vzyrRw+lyazSnd8nnxWTv2iCJuuC0DqL1gHKDfgGxWL8/k+WcieP6ZiKP222wgEsqWX/yYt7R2CteVTF2oSVaPUkoppZQzV+aM1wV3VVPvAnwAbARWYlVQfwlYD1wGfG7MEavdngi8i1VdfS8wTkROBZoD84wxa93RT+U+GoSrqqhqZoW7H/T4+MAZZ+fy1YpAjIFN3waQdtCH8y/KqfC4oGDDrXdmMPXpCH7Z7Ef7E8qqT1m2iY9H8uOmAF55Zx+X9MsmPqTswPqxCQdYszyIO2+MZeg96SxZGMzIhw4SGlbJAuIOVf3cnn4ulWOPz0d8CmjZUujUMo7YWIiJgchIGDv5AOPHRLHlFz/adqr8ftetg3tHNaFt+0KuvQKOO0MIDqm475pxo5RSSqma8sZg3C3rjBtjNhljQo0xvR1bN2PMLMe+T40xL5Zqv9kY09nx9c/GmKuMMROMMXcbYya4o49KKe9T0ZrpnnbmObnsSvJl+9++rFgSjJ+f4axzKw7GAW4alk64vZgZz7i+KsauJB8+eCeMa2/I5JJ+2RW2DbcbXn03Bf8Aw+OjoggOKebmYRkuX6uqgkMMtw/P4MY7DnLxZTmceaa1FFx0tDUyPmBwFgGBxbz9WuWV4+bOhfPOg3+3+/LF/GCuuAJObNWSB++Oclv/lVJKKaWgZHS88s2T3BKMK6VUdcWHJFRan8DV0d2aBPdnnWON8r7xYjifzQ2he89cwsIrH322RxhuHpbOF/NDuP/2psz+XygrV8KOHVBUVPYxLz8XjjFw5/2uVWE/pVs+y77bxZRX9vHCzH1ERhe7fF8VqcpnWyIyqpjL+2cz74MQMtLK/y9l2jQYMAC6dIGl3+xm8/b/WL4cup+Zy/tvh5KT47n//ZKyduhou1JKKdWoWNXUXdk8ye3V1JVSqjZUNy29usUFW7crJL5VIe++GYY9soihI9JdPnbo8HR2/OPL6qUhfDrn8D+zfn6QkADt2kHbtmBvGk5qaijvzwqj/+BMWiYU4mrZcj8/uOb6rHL3x4e0BiAp8x+X+11dQ27P4MN3Q7ljUAtefXv/oQr0YC3Ldu+9MH06XHklzJ4N+4ut/eeeC1v/y2TN8iC2/enL8Sd63xJqNSksV7Ieesn3QimllFJ1xxvT1OttMJ6WlsbQoUNJTEwkMTGxrrujlKonXA3ORWDqK/vYtdOXvv2yCAo2uBooh4UbXpi5n9yCXJKTQsnZ04Jt2zi0/f03fPcdHDgQiZ+foeNx+QwffbCmt1ZnOp+cz/Q39vHgPVH0OaMZ19+aSZ9Ls7FHFPPEg5Esmg8jRsDUqdZ8fJyeIbQ/1grA/9zq55XBeHVU5cGPVpFXSiml3K9RFXDzBLvdzuuvv17X3VBKNWBn9MoD8gDXiqOVJgKtWhcSf7w1V7q0rXv+xScwhyC/wGpfw1tcdV0WbY/NZNIjTZk6PoKp4w9XX3/uOWt0vCxtjinAZjP89buf2/qWlwe/bPanw4m5BAS5doyrAbUG00oppVT94IWxeP0NxpVSqiq8MVgKDTPklTOPvLZ5Yqmw407M44NFyez8z4cN6wNIT7PR/tgC+l/UtNxjAgOhVZvCWg/GjYFv1wXwzhthLF8cRHaWjWuHBPHsi67Nyy/NlZTz6oyIK6WUUsozKhsZT/tpD+k/JwO4XoW3hjQYV0opVatatCyiRcuKq8I7O6ZjAX9WMRgvLIQZk+zs2e1DSIghPd1G9gHYtw9SUmBvSksyM2zYI4u48possrOFObMiSLwyj7PPLXsJtpI1zo2BvKJcl4v/5RXlanCtlFJKebtKgnH7Sc2wn9SM1LU7qvfkvho0GFdKqQYsPrRNXXehUu07FrB6aRCFhVZhOldMeCySN16wE9ekkJwcG2HhxTSJhdhYq0BeoD2T40/KJ/HKbIKCDbm58OP3foy6M5rlG3a5vC67N9BU+KrRz0sppdTRPF8p3RUajCullDpCSUq7p0Z7j+lYQEGB8O8/vrTrUFhp+7nvhfDGC3aG3J7OU1MPHHrfOfhKyjpwxDGBgfD4M3u5sV9L1iwPqnQ9d0/TAFIppZRyHxGw2bwvGNd1xpVSjVJ11tT25Pkak/YdHRXVXUhV/2GjPw/dE8MZZ+fw+KQDlbZ31vWMHPz9DZs3+Vern55Q0Rrodbk+en1cmz0pa/uhuf5KKaWUN64zXm+D8ZKlzRYsWFDXXVFKNRAtghOqXOgsPqS1riNdQ+06WMF4ZUXckvf4cNt1scQ1LeSVd1JcTmkvERBgOO7EfH7YEFDdrnqF+hgYu0ttB9z62SqlVMPljcF4vU1T16XNlFKqYQi3G5o0q7yi+piRUaSn2Zi/YjdRMcW4uu67s1O65vHBu6EUeaiKvXIPHfFWSilVVV44Zbz+jowrpZS7lJdyXpep6PEhCS5X967Na3rqfk/tlseCecGsWFL2Pf76kx9fLgzmzvvS6XRCQbWvc3LXfLKzbPyxxX3rmjdWOqqslFLKa7k4Kq5p6koppcrkjQ8Jasuk51PpcGwBt1wTx1NjIpg/H5KTD+9/frKdsPBibrojvUbXOaVrHgCbN9bvVHVv0hDmZpf3IEEfMCilVMMgaJq6Uko1eCVBccma1dU93tsE+ASW+yAAal55PSqmmPcXJjPythhmvhzOazOs91u3huNPjmHR/BCGjz6IPaJmS5K1bleIPbKIHzZ6bxE3V5Ssbe6tPy+1qS4qzWsArpRSDY8ubaaUUqpM3lwEzlNBkD3CMGtuCjk5wt7fW7F+PXzzDaz9OoCY2CJuvSujxtcQgZO75DeakXFdMq3mn0FjevChlFINmQbjSimlaqy2RqPrSmVBTVCQ4Ywz4IwzrNdJWTspLgZbLU2sOrVbHjMm21m7Fs48s3bOWVfKCzQr+tmoSnDqbT9jNelPSbZKVVdMUEop1QCIFnCrVbq0mVKqsWsIc8VdvYfaCsQBBt+aQet2hfTpAytWVNz2q5WBPDUmokrV17f+6sdLU8N59L4o3noljJ07a9ZfTyiZG+3Nc6STsraTV5RbC+fx3ntUSinlPpXNFT/wwy7+nrkBwO6pPtXbkXFd2kwp5SnVSSFvbKNv8SEJ9SbAiWtSzNzFe7jh8pZccgnMmweXXHJ0u19/8uPWa2PJzrLRIr6Qm++sPE1+904fru7ThLSDPoSGFZOZYePxUdCzJ/TvD1ddBfHxVtvMDOGRe6Po0j2PG27LrOW7PKwkzVoppZRqrITKi7NFd4knuks8ySu3pXmoW/U3GFdKKXdz96hzfR/Vrs9imxSzahVceCH06wdz5kD3iw7v37PLl5sHxGGPKOakU/OZ/EQkF/TNoTAYtmw5vO3cG8M9Y/bS+QQoLob7h0WTny+s3LSTYzoW8Nfvfqxd1IKPPoKRI62tRw84LzGM+R+G8PPmAFZ8GcSA6zMJ9OzKdRXyZPCu89qVUkp5gs4ZV0op1WBVZd6yN4iOhuXLrVHxAQNg+hvBXHFNNn/97sugfs1JO2jjo8XJREYVcV635vQ8oQXGqZh7TAwUFAby3fqWvPLOPj77KISvVgQxccZ+julYCMAxHQvofSo8+ij88QfMnWtt48dEERRczF0PpPHSFDuLPg3hymuz6uiT8A4alCullHIbAZutkQTjItIOGA98D8QD+40xT4rIOKC3U9OnjTFLyzh+MHAKUAT8bYx5zR39VEop5T7eFFSVl0YfEQFffgmJiTD8lhhmTC5k538+BIcU89HiZDqfnA/ACzNTWP9VIN062+nUCTp1soLxVd/vof/FTRhwcVNsNsONQ9MZdHPZKecdOsCYMda27pedBAYZ4poU8cX8YGb/L7RRBuNJWTvIK8olwKd20wJqs+Cfp5Ss1e7NKysopVS91ohGxqOAOcaY+QAi8puIfA5gjOld0YEiEg88AJxijDEiskFEVhhj/nRTX5VSSjVQrjwQCA2FRYvg7vszSN7jQ4+zihlyVwod2vscanNh3xwu7JtDfMiRNV2O6VjI/33+Hws/jKL/4EzatCt0qV8JbQ63G3hTBuPHRPHrT34cf2IBAAUFsGaNNZ/9409a0L5jAe9+uhffepDPVpcj3D/+CI8+EcPyJUG8MDOFPpfmeLwPSimlvFOjSVM3xmwo9ZYNyAIQkUeAPMAHeMEYk12qbR9gkzGHkgHXAxcDGowrpZQ6pKJgr6qBYFAQPDnlAADGQF5RAdZ/U5Vr1yGf0WMPVul6zgYMymL6xAgGXNyU2+5J59/tvixfBKmpEBwMp3QrYO2qIJ59MoKHn6z+dbxJyTJjteW772D8eFiwAELDgmjWooi7boxj9vw9nH5mfq1eSymlVP0jgBdmqbt/aTMRuQJYYozZCnwETDfGTAEygBfKOCTOsa9EuuO9I6SkpNC1a9dDm1ZWV0opVRFvXQouMrqYz9fs5uSueUwdH8GXC4Po2xc++QRSUmDO53sZfHMGLz9nZ/K4CL77OuCIueue8NYrYXzxWVCVrrsze0etB92lbd7kz6DLm9C9O6xdC088Aet/28knS/fQMqGAW6+NIzvLC3/7cqJLrSmllCdUvKyZ8+ZJbk14E5FzgHOAkQDGmF+ddq8ARpVx2F7gGKfX4cBfpRvFxsaycePG2uusUkqpeqEhzqlt276Q2Z/uZfs2X1q0LKRt5OGHBqlZMPaZVP7715cXp9h5cYqdsVOEW++o+Zrbrtj5nw+Pj4oC4P9eg2nT4JRTqneukqCzpr/rFBXBi1PsTJsQQWRUMZMnw7BhEBYGSVnFADw5NZWBiU1ZuyqQC/u6lq6+7IsgCvLh4ssrb68F55RSqh4RsHlhmrrbRsZFpC9WyvkIoKmI9BCRZ52atAf+drS1iUgrx/tLgC5y+LFED+ALd/VTKaWU8gYi0KZdIf7+R+8LDITZn+7lp3//47Qzcnn1uSjy8jzTr9XLggC4+4E0fv0VunSBW2+FPXuObJeRLuTkeOYXnSlPRTDlqUguvTKL1ZuTGD3aCsSdde+ZS2hYMSsWB7l0zl9+9GPowFjuuSWGPbtdm6IAVcsA0FFwpZSqGwI1HhkXkfNF5GURGSciY8vYLyIy3LE9JyIzK+uXW4JxEekCfACcDqwE5gMdgUIRmeGYNz4IuNNxyIlASYG3JGAKME1EpgJvavE2pZRS3ppm7kmRUcWMfDiN5F1+zHs/1CPXXPllEM3jCxk99iB//gn33QfvvAPt28OkSZCbK3y7LoDTOsbz9CMRbu9Pfj6891YYF16azQsz9xFuLzt33t8fzj43h+VLKk+vz84S7h4SS2RUEUWFwovPhruh50oppeqSzcWtLCISDLwK3GuMGQecKCLnlWo2GDhojHneGHMfML2yPrmrgNsmwOXfEowxm4HOTq9nA7Pd0DWllFJeqCTIdvcc44bgzN65dD4lh5eeC6f/4Ey3VlgvKIC1qwK5/OosRKyl4KZMgdtvh1Gj4OGH4aVXWrB/n42cbBvffV27S5SVZfkXQaTu92HQTRmVprufe1EOi+aH8NvPfpxwUkGZbfbtg1uvjWXbX768v2AvC+cF895bYbQ9ppD1XwUyYMh+LuhTXKv3oCnuSinleTVMU+8B7DDGlOSlrQP6Asud2gwCFovIcKAp8GalfapJj5RSSinlWSJw56hUdmzz49kn3TsSvenbADIzbPS64Mg51O3bw6efwrJlEG4vpu0xBQy4PpO/fvcjvxaLl+/eDQMvi2PxgsOp5h+8G0rT5oX0Or/yed3nXmgt2LK8nFT177+Hrl3h23WBPPvyfnr2zmX4g2nYbDB2dBSrlgUy9Jp45s0JqfRaVU1BzyvK1ZR1pZTykMrS1P/78nfWPfAZ6x74DCCmjFO4UmQ8AQg3xjwPzMIKzCuc96TBuFJKKa/RIjiBFsE6WliZ8y/JZPAtVoX1/5sZSnbpRUKBX3/y496h0Wz706/a11m1NAhfX8OZvcsuFnfeebBk/S6+WLebs8/NoaBA+HNr9a/nLDUVLrwQvloRxOi7otmfYmPPLl9WfhnE1QMz8XFhWndsk2JO6pLHx++HsnfPkb/yvP029OwJxcXw8dI9XHN9FgDNWhTxwaI9zF+xm01/JdHtjGxG3BrDqlWVX68kwNa54Uop5W0Em5S/tb6oE2c/14+zn+sHsK+ME+wFnKuThDvec5YOfAtgjPnD0aZlRb1yazV1d0pLS2Po0KEkJiaSmJhY191RSinlJprKezQReHJKKv/85ctDw6N5aDjExkKrVpCQALbAaD79MITCQuH7DX4sXJ1MWLg1cfq7rwNYuzKQphHWOuYhIZBjCyY0rJh2HQppmVCIzQa5ubDg42C6np536NiK+nP8idaQ+G8/+3P8iWWnhLsqMxMuuQT++AOempLKkw9Hcu/tMfy73QcRGHB9psvnum/MQW4fHMvFZzZj4oxUzuydy1NjInn3TTj3XJgzB/KCjxzO79L98Os3PtzJ+ae25ZFHfFm7tuaV4JVSSnmeCPjU7B/w9UCCiAQ4UtV7Ai+LSBRQaIxJx0pZb2tdT8IBH2BPeScEF4JxEfEDQo0xB0QkHugFzDfGuP4/oRvY7XZdW1wppVSj5ecHMz9M4cvPg0jfHcuOHbBjB2zZAjt3BdNvQBZ9ErO5Y3AsI26L4aW39vHTD/4MTGxCfn7pX0hiD33VtHkhs+buZcmCYP7d7sekF1Jd6k+bYwoJDCrm15/86T8oq9r3lZcH/frBhg0wdy50uzCDlL02nn8mgrim1hJwbdoVuny+c/vkMn/FHoYOjOXmAXH4+xvy84VRo2DCBPD1haQKuhsYZBjxYBoPj4hm8WK4+OJq35pSSqk6VJM548aYbBEZBjwvIinAT8aY5SLyDJAKTAImA8+IyBigHXCjMabCdUhdGRl/CKtS+3istcH/AC7BmqCulFJK1SsNaaQ9OMTQb0A28aWmNCdl/Xfo60cm7uXJ0U0466Tm5OYKLRMKmbd0D8fEtiQrC7KzYdu+naQd9OH33/x4/hk711zShJxsG/0GZHHWOa6tZ+7jA8ceX8CWn8tYm81FhYVw3fWwfDnMmgVXXGEFysMfTCO+VSG9Lj5I8yZVT4M/rnMBKzbtYsWSIJZ9Ecx5fbK5bWDpqX7lG3B9Jq9Pj+axx+Cii3R0XCml6qOKli1zhTFmKbC01Hujnb5OA26vyjkrDMZFpBfQCquy+W1ANvAscJ2InA1sN8b8W5ULKqWUUvVFSeCelLW9ysd4ixtuP0jnEw0TH49k538+vD1vL1ExxQQHW2nqAD4xhUAhXU/Po9f5OVzTtwnGCI9NdG1UvMRxJ+Sz6LNgjHE9YH3n9QienxjDdTdmkpLswyefwPTpcOONh9sEBMB1QzLJKyoCqjcnPSAALr4sh4sSKy/8Vpq/P4wdC0OGwPz51si9Ukqp+kOocTV1t3ClgJsvYIDLgc8c77n2mFwppZRS5fLU2umnn5nH/BV7+HbrThLaVJziHd+qiMXrdrP0213ENanakl6dOudzMNWH3Tsrr65mDEweF8GTo5oQG1vEq9PDmfteKGPHwogRVbqsRwwaBB07wmOPWUXflFJK1S/i4uZJFY6MG2NWi0hL4CWsEu/XAicAscaYNR7on1JKKeVxAT6BLgXJ8SEJ1aqaXVej565UIAcICzeEhRdV+fwlhdt++9mfFi0rHoF+aUo4L06xc82NB5k0I40/tvjxxxY/7hoSW+FxdcXXF554Aq69Fj78EM6sxdqxxsD9w6KJa1LEi1Nq77xKKaVKSP0cGTfGzAb6A50dVeJSgXFu7pdSSinlNeJDWhMf0rqSNp4Z5fZmnU7IJzComJefC69wvfGF84KZNC6Sy/tnMX5GMju4Aw8AACAASURBVL7/396dx0dVX/8ff50ESEiAsBh2RUXEFaVEBXEBUUAxdaOKti7fVlO11WLdd0TqCq64UeveKghuiAuCKxYXXKq/qrVaRXEDFQKEHc7vj3vHDDHLkGSWO3k/edwH3DufO3NmDpnMmc/nfj7Nguu6Dz1yRUZfj/2rX8HOOwdD1tclPodcnR55qJCHH2jNPXe0YeWmj6IXEZE6mFHr0mbxWyoltM64u3/k7t/H/fu/yQ2rbrGlzaZPn57uUEREJAvE1jjf1KJaRXilVq2d8bf+wJtz8zn/9A6sXPnzDzVvv9GCP53Ugd0GrGL8bd9ndPFdVU4OjB0bLLn2yEOFdZ+QgO++zeXSc9rRsfM6KpbnMHNm5W1ar1xEpPGYWUJbKkV2nXEtbSYiItmicqK4nxdetd2WiQ751Qr++9ESbry6LVP/UciOO0K/fsHWpls+fy7bjM5d1nPng4vIz4fVmz4avlb1mXRvUxxySPBcbriyLYceWUFeXsPu7/q/FLFqRQ7Tnv2akcM7M3VqLocc0jixiohIpUwcph7ZYlxERCTbZEsP+5kXlfOL3Vfz1uv5fPxeEU8+CXffDdCJorbruXfaQjoUb8A93ZFuOjMYNw4OPLAZt4wv4rRzymlevwneWbUKnphWSOnICnrvsJZhB6/gicdas3o1DS7yRUSkUiKTs3352mcseO1zgKKkBxRKaJi6iIiIpFdsOHz3wh7k5ean5bETZQZDhq/inEuX8PTT8N13MH8+3PnQQma88i3b9G6cC65ru5Y/kev862vYMBh0wEquu6It/bfvxpwX6s7H118Hk7T986XKKnv20wUsW5rDYUdVADDi0BUsXQqzZiUlbBGRJq2ua8V7DNiagWfsB1Cespjqc5KZTTGzgY0djIiIiGQfM9hiCxh28Mo6l1ZLRLIK7US/dDCDe6Yu5O6HF1JQ6Jx1agdW1bLo6wsvQN++MOX+Vhw/siNzXwkK8kcmF9Kx0zoG7hucPHDQSoqKYNq0jc//esUXfL3ii3o/LxGRps7MyM3JSWhLpfo+2kPA6WaWHePpREREpEGa2kR2ubmw/4ErueqmH1jwRTPunNjmZ202bIArroD994cOHWDK09+y+RbrOGFkRyaM3YwXnm3JIUeu+GnJuRYt4Je/hMceg7VrU/yERESyXGRnU6/K3R8Bjnb3aMwmIyIiIlKDhnyRMHDf1QwrXcHN1xZx7+1teXFWPmvXwpLFORxyCFx4IRx5JLzxBgzYezUPzljIgL1Xcft17Vm71n4aoh4zciQsXhz0pouISOOxBLdUSmgCNzMbCzwF9ACuB25096uTGVhdYkublZaWUlpams5QREREUiqTZlhP1nXZ6RRfmCfyGl98xWKOGNqJy8/tBECnLuto1gwWfgsTJ8KppwZD25dUQKfO67ln6iL+8/F6vvqskJ133XhB9qFDoVUrmDoVLtEFgSIijcKI9mzqa9z9NTMbD+wCnJ7EmBKipc1ERESyX7KXKkv08Wuz5dbrePPjr/jmu7X8v7facN9fW/PDohymPdyMPfao4Zyea+m97c8vNM/Ph9JSePRRuOBaaBb3Se2rFcEXA90Kms7lACIijSXKxThm1htY6O6LzGxFEmMSERGRBNRVKHYv7NGg3vNMuwY8Lzdvk2OKtY8VssliBh2K1zN0xEqGjli50WNvqpEj4cEH4fU5+QwcVMvMcCIikiDDIlyMNwOeB442s4OBfskLSURERBqitiKwutsyadh7ssR6k6PwHIcPh4ICmPFYgYpxEZFGYGTmmt4JFePuPgYYE3foydram1lPYBzwNtAd+MHdx5rZ9cAKYDnBcPfR7v5tNed/Dnwe7n7l7r9OJE4RERHZ2KYU2plclDfWtemZ1ttfnYICGDECnnmigMsn/EhOlU9rsfxE4bmIiGQEI7o942a2JTCBoIieASxw93/Wckp74CF3fzw8/wMzmwFUuPtF4bFzgQuB06o5/57wCwARERFpBJtSuKnIS7+RI+Hhh3N5c24ee+69pu4TRESkVpl4zXiivfUXAjcBnwGPAb+qrbG7vxkrxOMe56dCPO7Y8hruYm8zO8fMLjezPROMUURERCImLzdfxX81DjoI8vI38NRjBekORUQk8mKzqWfaOuOJXjP+kbu/ZGZ7uPsaM/vZ0PKamNlhwLPu/lHcsbbAUOCIGk47393fMLMC4G0zO9jdP4lvsGjRIkpKSn7aLysro6ysLNGwREREJM3ii3AV5Btr1QoGH7CKpx4vYOy1S8jJxIsdRUQipK5h6p/O+YRPX/0EoCglAZF4Md7HzPoD+Wa2E7BNIieZ2WBgMDA67lgRcAvwW3f/sbrz3P2N8O8VZvYuMBDYqBgvLi5m3rx5CYYvIiIiqZCq2cuzTXXXxB90WAXPTC/gjX/m0X+v1akPSkQkaxi5Vvu3mtvuvS3b7r0t709/rzxFQSVcjF8N3An0IejRPrGuE8xsBLA38Cegi5n1AP4L3ACc4+5fmdkR7j7NzHKA7u7+hZkNAZq7+zPhXW0DfLpJz0pEREQyltbJTsywEStp1XoDk+8vVDEuItIAZpl5zXiis6l/ACR87baZ9QMmA/OAF4BCgt7wW8LH/Hs4TGAZMI2gyL8f2BlYCIwxs18AXYFH3H1Ooo8tIiIi6aeCOzG1Dc8vKHR+eUQFj04p5PLxiyls7RvdrlnVRUQSZ0S0GDezicBb7n63mf0eWOzuU2pq7+5vAa2quemeGtq/S1CI4+7vU/O15CIiIhJRKho33VHHLecf97TmiWkFHH1CTfPeiohIXTJxabNEpwNZ7O53A7j7HcBOyQtJREREJLN1L+yRki8X+u62hm23X8OD91bXxyEiIokwEptJPdVD2RMtxldW2V/X2IFsqvLycsrKypg+fXq6QxEREZEmqltBj4SH5NengDeDo4+v4O038nj/nRb1CVFERAAjJ6EtlRJ9tGIzm2hmo83sZqBtMoNKRFFREZMmTaK0tDTdoYiIiIgkzajjltOq9QbuuKlNnW2/WjFfM9mLiFQjyj3jZwLvEcxs/h5wVtIiEhEREcli3Qt70LNN74R7ydsUOcecsJzp0wr46svcJEcnIpKdzCyhLZUSKsbdfYO7T3L3P7r7X4EDkhyXiIiISGRsaoG9qU78wzIA7pxYd+94fS2omP/TDO0iItnENuFPKtU6m7qZXePu55jZC0BsPQ0DtgB6Jjs4ERERkahJRkHebfP1HD6qgrtvb83Qg1fUue54dcue1bQUmgpwEcl6GbrOeF0948+Ef78N/F+4nQBMTWJMIiIiIlLFZdf+SI+t13Hyb4oTHq5e397uBRWfs6Di800+T0QkU0VumLq7Px/+04Aid58fbucmPzQRERERiWlT5Nw1eSGrVxvjLmi3SecuqJjP6vWrkhSZiEhmM4xcy611+/iVj3n8L08AFKUqrkQncNsBeD+ZgWwqLW0mIiIiTU3Pbddx6JEVPD+zJStXZt6QSxGRTFVXj/gO++7AERcfDlCeqpgSLcbnAq1jO2Y2OjnhJE5Lm4mIiEhTNKx0BSsqcnj1xfx0hyIiEhmJrTKeQcPU4/wW+NbMPjOzz4CLkxiTiIiIiNRgz31W0brNBmbOaJnuUEREIsGI4DXjcR509wJ338rdtwLOSWZQIiIiIlK9Fi1g0AEreW5GAevXpzsaEZEICGdTT2RLpTqLcTMbTpXZ0939b0mLSEREREToXtijxmXShh28gu8X5fLW63kpjkpEJIoyc53xWotxM7sJOA+428xGpSYkEREREanN4KErKWy1gdN+uxmvv57uaEREMpsBOZaT0JZKdT1ajrsPAvoCA5IfjoiIiIjUpU2RM+Xp78jNhb33hptvBvd0RyUikrmieM34QgB3Xwf8EDtoZoclM6hEaGkzERERacr69F3DjFe+YdgwOP10OOYYqFiu5c5ERKqTicPUm9Vx+zAzaxX+e8+4f/cHHk1eWHWLLW0mIiIi0lS1a7+Bxx+Hq6+Giy6Cee90YdLfF9Fru7XpDk1EJIM0fHI2M9sfOJygw9rd/bIa2v0aeABo7e7La7vPunrG1wAV4fZc3L/1Di8iIiKSAl0LtqBrwRY13p6TA+efD7NmwZIfczjsgE58921uCiMUEclsRsN6xs2sALgdOMPdxwB9zGxINe22B3ZINK66esbPcfc3q3mQfok+gIiIiIgk3+DBMG3mtwwd0IULRrfnzgcXkeLLH0VEMlYDe8YHAPPdfXW4/yowApgdaxAW7OcAvwcuSOROay3GqyvEw+Nv1XaemfUExgFvA92BH9x9rJm1B64C/gf0Ai5w9++qOf83BJPGrQc+dfc7EnguIiIiIk1az23XcdZF5fzlonY8NqWQw46q2Oj2z//XjCUGzZsH65U3bw7frMxl+rQCHrqnFSUDVnPbDdTdXSMiEiVm5FjNI4ZenjKHV6a+GtvdrJomHYFlcftLw2Px/gKMdfc1iU4El6y32vbAQ+7+OICZfWBmM4CTgFnuPsXMSoHxwLHxJ5pZd+AsoK+7u5m9aWbPu/t/kxSriIiISNYoO30pTz9RwJknd2DtWjjyN0FB/tcb23H1JVU/O0LQbwI777qayfe14pVZcOXEfAbtvyqFUYuIJE+wtFnNBfKgo/Zm0FF7A3DSDqd+X02ThUDruP024bHg/s02B9oBR8UV4n82s6fcfV5Nj5uUYryaHvUcgmvNRxB8YwBB1/691Zw+DHjL/acFOuYCBwIqxkVERKTJ6lbQA4AFFfNrbZebC/dOW8gpx27GmSdvxtyX8+m3x2quubQ9ww5ewe+OK2DNGli7NtgWLv+BnXZZQ7891vDOvBace0oXjj20M8ecsIx7/wrN1EsuIlmggcuWzQV6mFleOFR9IHBrOPJ7nbt/CZwQ91hXAtfVNYFb0t9ew2XQnnX3j8wsvnt/KdDOzJqFS6fFJDIEgEWLFlFSUvLTfllZGWVlZY0ev4iIiEjUtG23gfseXci1Y9ty122tmfqPVuy4yypuvut7ehVvPBncgorKz4p9S9bw9tsw+rxy7rixiL12h1NOSXX0IiKNL6cBy5a5+wozOwW4ycwWAe+5+2wzuwb4keBSbMysmOCacYBzzOwOd/+qpvtNajFuZoOBwcDo8FCse38JQdf+4iqFeKzNNnH7bYBPqt53cXEx8+bV2OMvIiIikpW6FybWQ968OVxw+RJO+uNSHp9ayLBDf6RlQfM67z8/Hy4ct5j33m7BxRe3ZNQoaNeuUUIXEUkLo8E947j7cwQrjMUfO6fK/iKCudPGJXKfdS1tVm9mNoJgyPmfgM5mNgCYQTATHQRd+zPCtjlmFvua9lmgn1W+WgOAp5MVp4iIiEg2K+60gRP/sIyOndcnfI4ZjLnmR378ES6/PInBJWBBxecsqPg8vUGISMQZZjkJbamUlEcLlz6bDPQHXgAeB3oTTPF+gJldRLBg+lnhKX0IC3N3X0Awsdv1ZjYBuFOTt4mIiIik1g47r+XEE+Hmm+E//0l3NCIiDZODJbSlUrImcHsLaFXDzSdV0/5dYOe4/QeAB5IRm4iIiIgkZtw4eOghOOssmD69+jax4fKx4fNfr/gCgK4FW1R/gohIipk1fJh6MqS2H15EREREIqNjR7j4YnjySZg5M7WPvaBifp3XxYuIJMoS/JNKKsZFREREpEannw49e8IZZ8C6qtPuiohEgmGW2JZKkS3Gy8vLKSsrY3pNY6ZEREREslj3wh4/DQ1Pprw8GD8ePvgAJk2q332ol1tE0q3JXDOeCkVFRUyq728EEREREUnYIYfA4MFwySVw9NH1X+qs6vXlIiKpYBg5lltrm7dmv81bz78DUJSSoIhwz7iIiIiIpIYZ3HADLF4MY8emO5q6qSdeRKqqa3h6yf79+P0VJwKUpyomFeMiIiIiUqc+feDEE2HiRPjoo3RHIyKyaTSBm4iIiIgkTbeCHnQrSN4Q8Msvh4KCYKkzEZEo0QRuIiIiIhJZsaXOZsyAZ59NdzQiIokxMnMCNxXjIiIiIpKw007TUmciEjEJ9oqrZzxBWtpMREREpHrVLXuWl5tf7SzmsbaJLpWWlwcTJsCHH8LttzdayCIiSZVYv3hqy2MtbSYiIiIim+SXv4T99oNLL4V9D8mhXfsN6Q5JRKRWqe71TkRke8ZFREREpHaJ9nb//Lwt6V64ZY23m8H118OSJXDDlcldknfdOtigWl9EGsDQbOoiIiIikgb1Lcpr06cPnHQS3DupNf/9KDmDLTdsgCMP7MyeO3bnwQfBPSkPIyJZz8ixxLZUUjEuIiIiIvUydiwUFDoXjO7Ac8/BF180bi/2tAcLeXNuPgDHHAN77glz5zbe/YtI06GecRERERHJGh07wnmXLea1OfkMHQo9ekCvjt057ohiXnqpYT3ZFcuNq8e0ZdeS1cx5fwF33w3z5wcF+ahR8PnnjfY0RCTLGZBjuQltqaRiXERERETq7biTljPvkwW88EIwu/qvT6jg3XktGDQIBgyARx/dtN7yjz+G666Do0s78d03zbj0qh9p1gxOOAH++99g0rgnnoDttoPzzoOlS5P1zEQke9S9pNnrs97kpvNuAUjuRBhxIluMa2kzERERkczQqfN6Bg2C3/8exo5fzOsffc0tt8DChXD44bBfv65Mvr+w2p7y1avhuedg9Gjo1Qt694Yzz4SKZcbYa3+kpP/qn9oWFsKYMUHBPmoUXH01bLMN3HGH1jwXkdrVtajZngfswRlXnwZQnrqYIiq2tFlpaWm6QxERERGROC1bOqeeGhTNDz4I+S2ds07ZjLNO7cC6dfD113DnnXDYYdChAwwdGvSq9+oFEyfCZ5/B7Hnf8H+nLKv2/rt3h3vugXnzYPvt4eSTYddd4dlnU/s8RSQijDp7xmNbKkV2nXERERERyWzNmgU92AMP/oYbriziuiva8tKsfL77Jrh9883h2GNhxIhg3fKCgspzF1TUff/9+sGLL8Jjj8HZZ8Pw4cF21tjm9N5hbVKek4hET2xps0yjYlxEREREksoMzrignC7d1jPjsQJGn96MESNgp52C2xp634cdFhT0t9wSzPA+tH8XBuy9ioOGwv77B0V7bmrnZRKRDJPqXu9EJKUYN7POwDhgF3ffLTz2N6BnXLOdgX7u/nmVc18DVoW76919SDJiFBEREZHUGnX8ckYdv7zR1zwHaNECzjgDjjsOLr1qKS8825ILL4QLL4SiIhg8GIYMCYrz3r0b/iWAiESJYRl4hXayesb3Ah4Hdo07NtPdJwOYWRvgnqqFeOgZdx+TpLhEREREJIt16ADnjVnCeWOW0KKiB88/D7Nnw6xZwXB2gK5dg6J8yJBg69YtvTGLSPLlZOA3cEkpxt19qpkNqnJsctzub4G7ajh9ZzM7F2gJvOnuM5IRo4iIiIhkt44dg2vWR40K9v/3v6Aonz0bZsyA++4Ljm+3XWVxPmgQtG2btpBFJAl0zXjIzHKAYcCNNTS52t3fMLNc4GUzW+buL1dttGjRIkpKSn7aLysro6ysLCkxi4iIiEj0bb01lJUF24YN8N57lb3md90VzOSekwMlJZXF+Z57Qn5+uiMXkYZqMteM1+GXwAz36laaBHd/I/x7vZm9AgwGflaMFxcXM2/evKQGKiIiIiLZKScnWA5t112Ddc3XrIHXXqsszq++Gq64IijE99qrsjjv21eTwYlEj6lnPHQ8cGz8ATPbyt0/M7PtgIHu/rfwpl7Ao6kOUERERESalhYtYJ99gu2yy2DpUnj55cri/Lzzgnbt2gWTwcWK8169NBmcSKYzINcy71u0ZM2mvi9Bwd3FzC4CJrj7SjPbFfjE3ZfHtS0G5phZT2ApMMLMugJtgC+BfyQjRhERERGRmrRpAwcfHGwA334Lzz8fFOazZsEjjwTHN9+8cpb2IUOgc+f0xSwiNbAmNEzd3V8CXqrm+LvAu1WOLQJic1h+DRyejJhEREREROqrc2c45phgc4dPPqnsNX/iCbjnnqDdjjtWFuf77hsU9SKSbnUPU3/l2VeZM/OfAEUpCYn0DFMXEREREUlI98It0x3Cz5gFw9N79YKTT4b16+HddyuL80mT4KabgmvLd9+9sjjv3x/y8tIdvUjTVFfP+D7D92Kf4Xvx+ANPlqcopAxc+VxEREREJEJyc6FfPzjnHJg5ExYvDoa0n3deMGv7FVcES6a1bw/Dh8P48fDOO8FtIpIaluCfVIpsMV5eXk5ZWRnTp09PdygiIiIiTVb3wh50L+yR7jAySn5+MMnbuHHBDO0//ACPPQa/+x188QWcfTb84hfBOuhHHgl33AGffhoMfxeRxhdbZzzTivHIDlMvKipi0qRJ6Q5DREREROJ0Ldgi3SFknLZt4ZBDgg3g66+DIe2xYe0PPxwc79GjciK4/faDTp3SF7NI1mkqE7iJiIiIiDRENve2d+0Kxx4bbO7w8cdBUT57NkybBn8LF/ndeefK4nyffaB16/TGLRJdWmdcRERERJqgWGG9oGJ+miPJPGbQu3ew/eEPwWRwb79dWZzfeitcfz00awZ77FFZnO+xR7A2uogkJhOXNovsNeMiIiIiItkmNxd22w3OPz8oyBcvDv4++2xYswYuvzzoJW/fHg46CK67Dv71L00GJ1IXXTMuIiIiIk1WNg89T5aWLYOe8CFDglnZFy+GF1+svN78zDODdsXFwXXmsZ7zrbZKa9giGUfD1BtRbDb10tJSSktL0x2OiIiIiGSIbC7627WDww4LNoAFCyoL89mzYfLk4PjWW1eub77ffrDZZumLWSTdDCPHGjYo3Mz2Bw4HFgLu7pdVuf1coDPwDVACXOLuH9V2n5EtxjWbuoiIiIg0dd27w/HHB5s7fPhhZXE+eTL89a9Bu113rSzO994bCgvTG7dIqjWkZ9zMCoDbgR3dfbWZTTOzIe4+O65ZK+DP7u5mdhRwLVBrr3Fki3EREREREalkBjvsEGynnQbr1sG8eZXF+c03w4QJ0Lw5DBhQOaR9t92CY5I8Cyo+B6B74ZZpjaPJsgZP4DYAmO/uq8P9V4ERwE/FuLtfHNc+B1he152qGBcRERERyULNmkH//sF24YWwYgXMmVNZnF96KVxySbBk2r77VhbnO+6YkUsyizRIbT3jD98zjYfveyS2W91FHR2BZXH7S8NjP38csxbA8cAf6opJxbiIiIiISBNQUABDhwYbwA8/wAsvVBbnTz4ZHO/UqXLSuP33hy22SF/M2UY95Olh1N4zfuT/jeTI/xsJwI7t+n5fTZOFQOu4/TbhsY0fJyjEbwMudPdP64pLxbiIiIiISBPUoQOMHBlsAPPnB4V5bPvHP4Lj22xT2Ws+eHBwniRuQcV8Vq9fRV5ufrpDacIavGzZXKCHmeWFQ9UHAreaWXtgnbsvDa8rvwUY7+7/NrMj3H1abXeqYlxEREREROjRA37722Bzh3//u3KW9gcegNtvD4av9+1bWZzvtVfQ4y6S6RpSjLv7CjM7BbjJzBYB77n7bDO7BvgRuAp4ANgJ2CrshS8Eai3Gzd3rHVQ69erVywcPHqylzUREREREkmztWnjzzcrifO7c4FiLFrDnnpXFeUlJcK26VAp6xldu1DOeqcPUzewtdy9JdxyNbae+O/q0Fx9KqO12bfuk7DWIbDFeUlLi8+bNS3cYIiIiIiJNTkUFvPJK5fXm774bHG/TBgYNqizOt9++6UwGt3DlNwB0bNllo+MqxtNvp747+iMvTk6obe+2O6fsNdD3ViIiIiIiskkKC2H48GADWLRo48ngnngiON6lS2VhPmRIsC56tvlqxXwAmluLNEciNTEaNkw9WVSMi4iIiIhIgxQXw5FHBhvAZ59VFubPPAP33x8c7927sjgfNAjatUtbyNKkWEPXGU+KpBTjZtYZGAfs4u67hcdOAE4GVoXN/ubu91dz7v7A4QRTxbu7X5aMGEVEREREJDm22gpOPDHYNmyA99+vLM7vuQduuQVycqBfv8rifOBAyNeE45I0TaQYB/YCHgd2rXJ8lLt/XtNJ4XTwtwM7uvtqM5tmZkPcfXaS4hQRERERkSTKyYFddgm2P/8Z1qyB11+vLM6vvRauvDIoxAcOrCzOf/ELyM1Nd/SSFQxyLCfdUfxMUopxd59qZoOquemPZvYtUABMdPcfq9w+AJgfrt0G8CowAlAxLiIiIiKSBVq0gL33DrYxY2DZMnj55cri/Pzzg3Zt2wbrmseK8223bTqTwUnja+rXjL8EzHD3RWZ2EPAwMKRKm47Asrj9peGxn1m0aBElJZWT3JWVlVFWVta4EYuIiIiISFK1bg0jRgQbwHffwfPPVxbnjz4aHO/evXIiuCFDoGvX9MUs0WIJXDM+66nnmf308wBFKQmKFBbj7v5Z3O7zwBNmluvu6+OOLwRax+23CY/9THFxMVraTEREREQku3TqBEcfHWzu8L//Va5v/uSTcO+9Qbvtt994MriilJVQEkV19YwfcNAQDjhoCA/dM6U8RSGRsoHzZnalmcWK/17A57FC3My2Co/PBXqYWV64PxCYkaoYRUREREQkc5hBz57w+9/DlCmwcCG8/TZccw1ssQXceScceii0bw/9+8NFFwVLrK1eXfd9S9NiCf5JpaQU42a2L3As0MXMLjKzlsC3wG1mdgFwAfCbsG0xMMfM8t19BXAKcJOZjQPe0+RtIiIiIiICwWRwffvC2WcHS6YtXgwvvggXXBDcdtVVsN9+wZJpQ4cGRftbb8H69XXedVKVL85hygOt9CVBGplZQltKY3L3lD5gYykpKXENUxcRERERkZilS+GllyqvN//3v4Pj7dsHRfqQIcHQ9p49G28yuK9WzAegubUAoGPLLhvd/sWy+fz60A7Meb4Vu5asZtLfF7Lbtps3zoM3MjN7y91L6m4ZLX1+sbM/9coTCbXdvNXWKXsNUjmBm4iInlgo5wAAEjVJREFUiIiISNK0aQOlpcEG8M03G08GN3VqcHyLLSqvNx8yJLhOPVlumdCGOc+3YtTxy5g+rZCD9urKfz4KviCQ1EhkArd0UDEuIiIiIiJZqUsX+PWvg80dPvkkKMpjs7TfdVfQbqedKovzffcNZnhvqOXLYexYmDChLaUjy7lm4mLKTlvKy7Pzad++Q8MfQDZJJi5tFtlh6r169fLBgwdTWlpKaeyrLxERERERkQSsXw/vvFPZaz5nDqxaBc2awe67Vxbn/fsHa6PXpOow9eL8LjzyCIweDQsWwFHHLeeCK7+ifVHeT+d0L9wymU+t3rJ1mPouv+jjT895MqG23Qp7aJh6XYqKipg0aVK6wxARERERkQjKzYWSkmA799ygEP/nPyuL83Hjgp7tggLYZ5/K4rxPn2CyuOr875Ncjjsbnn0WdtkFJk+GLXb5gdXro9kBmk0yr188wsW4iIiIiIhIY8nPDyZ5228/+MtfYMmSYKb2WHF+1llBu802C9rEivO8zrBypXH9hFbcPKEVeXlw441w6qlBL/uCirQ+LQmZpWxV74SpGBcREREREamibdtgDfNDDw32v/oqKMxjxfmUKcHxzXt0wx0WfNGMw49aycTrW9KlS833K+mhnnEREREREZEI6tYNjjsu2NzhP/8JivInZ65hyeIcbryjnL32XUPHli3THar8jJGJ5biKcRERERERkU1gBtttF2yH/XYRUDmBm2QeM+pc2uzZGTOZ+dQsgKKUBAVk3sB5ERERERERkRQaNmIoE265BqA8VY8Z2WK8vLycsrIypk+fnu5QREREREREJINZgn9SKbLD1LW0mYiIiIiIiCQi1YV2IiLbMy4iIiIiIiISVZHtGRcRERERERFJRF0TuKWDesZFREREREREUkw94yIiIiIiIpLFUj85WyLUMy4iIiIiIpJEebkt6V64ZbrDaLKMzJxNPbLFuJY2ExERERERkUSYWUJbKkV2mLqWNhMRERERkShR73g6Zd4w9cgW4yIiIiIiIpmue2GPdIcgZGIprmJcREREREREsl7t5fjTTz7DMzOeBShKSTgk6ZpxM+tsZnea2Ztxx841s+vN7Bwzm2Jm29Vw7mtm9mK4zU5GfCIiIiIiItJU1H2t+EGlB3LT7TcAlKcqqmT1jO8FPA7sGnesFfBnd3czOwq4Fiit5txn3H1MkuISERERERFpdB1bdkl3CBIxSSnG3X2qmQ2qcuziuN0cYHkNp+9sZucCLYE33X1GMmIUERERERFpqG4FuiY808WWNss0Kb9m3MxaAMcDf6ihydXu/oaZ5QIvm9kyd3+5aqNFixZRUlLy035ZWRllZWVJiVlERERERESirIkX42Ehfhtwobt/Wl0bd38j/Hu9mb0CDAZ+VowXFxczb968ZIYrIiIiIiIiWSDzSvEkTeBWHTMrAO4ArnP3t8zsiLjbtgr/3s7Mfhd3Wi+g2qJdREREREREJBF1TeAW21IpKT3jZrYvcCzQxcwuAiYADwA7AVuFT7IQmGZmxcAcM+sJLAVGmFlXoA3wJfCPZMQoIiIiIiIiTYE1nWvG3f0l4KUqhw+voe0ioFu4+3VN7URERERERETqJ/OK8ZQNU5domzRpUrpDkAQpV9Gl3EWXchddyl10KXfRpxxKyljDh6mb2f5mdquZjTGzS6u5Pd/MJprZ+WZ2l5ltW1dYTaIYnz59uh6rgVL5ZpmNr6FypcdKRDJzl62vX7pyVVVj5y5bX8NMyVe8huYuW1+/TMxVVfXJXTa+hlHIVU1qy2E25irVjyWNJ5z/7HbgDHcfA/QxsyFVmo0GvnD3K4Hrgb/Vdb+RLcbLy8spKytL6D90tv6AZesPcza+hsqVHivdsvX1y8ZcQfa+htmYr2x9/bIxV5Cdr6FypceSusXWGU/kTw0GAPPdfXW4/yowokqbEcBcAHd/H9jFzNrUGpe71/tJpZOZLQLmJ9i8CChPYjhN4bE2A75P0WNl42uoXOmxEpHM3GXr65euXFXV2LnL1tcwU/IVr6G5y9bXLxNzVVV9cpeNr2EUclWT2nKYjblK9WPVRw93L053EI3NzJ4h+P9Wk82A2PP+zN13qnL+0cBR7n5ouH8iMMjdfxPX5j9hm3fD/QVhm09qetCUrjPemLLxP4mIiIiIiIg0Lncf3sC7WAi0jttvEx7b1DYbiewwdREREREREZEUmAv0MLO8cH8gMMPM2scNRZ9BMJwdM9sZ+Je7L63tTiM7TF1EREREREQkFczsAGAksAhY6+6Xmdk1wI/ufpWZtQTGA98A2wBXuPvHtd6ninERkfQwM3O9CYuIiIg0SRqmLgCYWc90xyCJM7O+6Y5B6sfMdjOz3wGoEI8WM9vBzGqb/EUylJltY2Yt0h2HbDoz6x03LFQiSJ8xRWoW2QncpHGYWTFwIHComX0KvODuT6nHLnOZ2XDgKTM7wt0fNbNm7r4u3XFJ7cysPTAU2Bb4t5m1qes6IskMZtYVOAAYDriZPefud+t9MvOFX54cDPQH1pvZp+5+nXKX+cysE8HP3cFAuZnNdfd7lLvo0GdMkbqpZ7wJM7PdgcuBfwGnAUuA3fQmmZnMLPbzugaYSZA73H2dmdW4KKJkjD2BZe4+FvgcyDOz5hAMV09nYFKnPxJ8eX0M8Bywhd4nI+NgoNjdTwYmAZeY2a7KXWYzs97ARcDHwEnAHGDf8Mtn5S4C9BlTJDEqxpsgM+sQ/vM7YLm7/8vdvwJWAuv0JplZwh5V3H1DWLT1Ac4EFpjZBWHPj4bOZqBY7sysGUGP+DozOw7YD7gSuCvWND0RSk3iclcE7AgsDN8bNwcc2Cu8Xb9HM5CZNQvfL9sDP4RF3L8IfubGhW30c5e5lgEr3P0Nd18GrAe+1CiwzKfPmCKbRh8imhAz28nMRgNXmNmBwALgvLgmC4A3zCwvNkW/PqykT1y+rjSzYWbWPvwltsrd/w08TJC/Y9x9UVqDlY1Uyd3w8ANkDkEvwSfufi1B7o40sz3dfUM645VKVXJ3oLuXA08DQ83sKWAD8B/gJTMbFPclmaSZme1iZreYWa67xz70G7A/UBg2OxvY3cx2U1GQOeJzB+DuXwNXxTVZArxvZi3MrHV4jj7DZhB9xhSpH72RNRFhL89xwKMEQ5wPB86v8i1zH3d/juDaunNBE0ylSzX5OgI4Jbx5LzM7FcgDZhMM3dsx9iFG0qua3P3KzM4AbiRY5mInAHf/HpgAdEpTqFJFNbkbaWbnuPvtBCMZ5rn7OHefTNC7Gsul3iczw0EEv7/Oijt2O7AzcKCZtXT39cCtQEEa4pOabZQ7M8tx98VxxdquBF+K9Scs0vUlZubQZ0yR+lMx3nT0Bga6+3x3nwY8BexkZvsDmFkh0NnM/gBcQrA+nqRPdfna1YL1DZ8gGK53K/AIwaRgfcMPmZJ+VXP3JMGQ5q0JeuWOMrMSMxsKdAPeTF+oUkV1uetnZgOBAcAoM8sPe316EHwZJhnAzNoBHxJcZ/wrM+sO4O4VwDXAL4GjwwkwtwI+SFessrHqchc/4iS8zGcrgi+kLwa+Co+rVzVz6DOmSD2pGM9iVXpK3wVWmNmIcP8NgqGWO4RDvfYGSoEtgF+7+8SUBit15Wse8G9ge+Bxd58e/nL7Etja3R9IbbQSL4GftQ+AIe7+N4JrVn9JUJz/yd0XpDRY2UiC75N9wg+YrwG3AD0JcvdhSoOVjcTnzt0XE3x58k/gbYIP/LHb7gduADoSXPM/Wpf2pFciufMQ0JdgJYMuwG/c/YrY7amOW2qkz5gi9aRiPMuYWR8zm2rBsknr466pygFeIOgZaB5OprEayA+Hen0PHOHu57r7t2kKv8nZhHwtIJhFPc/dV4ftVrj7i/pQmR6b+LO2EmgD4O5/By5z99vdfUl6om/aNjF3q4C24e1lwBnuPlG5S4/qchfLXzgkdhlwH0Gv3C6x88KJwK5y97+GxZ+kWH1zBywHDnP3P7v7d2kIXUJmtpWZFcaNWoh9qaLPmCL1pGI8S5hZWzO7CriC4Fri3WGja6rWAK8STD50WXhsObAibDfP3eekNOgmrBHytUG9AunRgNwti92HLilIjwbkbmnYbpVrbfi0qC134ZDmlmbWOtyfA7wEPGlmp1u4hKCkRwNy9ycza+HuH7r7vDQ+hSbPzFqZ2SiC6/UnACfARr/L9BlTpJ5UjGeB8HrG14FvgaOAqcD/4m7/E3AbwTeTFwOdzOxG4EeCiWwkhRqYr9tSHrD8RLmLLuUuuhLI3ekEv8u2Dve3JFgX/nbgFndfm9qIJaaBuZvo7mtSG7FUFY5e+CNQRDA66AOgQ6xXPJygVJ8xRerJ1LkWfWZWAPze3a8P988HVrv7dWbWFjgfuNXd54e3NwNauPuKtAXdhClf0aXcRZdyF131yF1bYINGMaSfchd94ciS54Br3P0pMzsLKAbuJ5h47wrgNnf/PGyv906RTaBiPILMbCvgAOCh2C8sM8tz99Xhv/sDXd39kSrn5biWAkk55Su6lLvoUu6iS7mLLuUu+mrI4RkEE+m1Bt4HFgKnAxe6+8NhG+VQpB40TD1izKwFcA7BGo6HxI7HftGFehKsyfnT0h9mZnqTTD3lK7qUu+hS7qJLuYsu5S76asnh9cAFwIfufokHs6HfTLA8p3Io0gAqxqOnBfAeMAsYEH6DWXW9zelAKzNrFZvkS5N9pY3yFV3KXXQpd9Gl3EWXchd91eYwtAtwBoCZ7QXsQTBpm3Io0gAqxjOcmW1nZheY2e7hL6/lwCTgeaA5cCj87I1we4L1cFemPOAmTvmKLuUuupS76FLuoku5i75Ecwjg7jOAx83sLoJ1w8919zfTErhIFtE14xkoHO7jZnYKwdrEnwH7AoXufkJcu9OBnYDr3f3DtAQryleEKXfRpdxFl3IXXcpd9DUkh2aWD7Rx94Wpj1wkO6lnPMOEw7lahrttgWfcfQpwCXCEmQ2Na/4wwdqOE8zsD+G1PpJCyld0KXfRpdxFl3IXXcpd9DUwh3nuvkqFuEjjUjGeQcxsAHAdMN7MdiT4prIHgLv/AFwKjI87JRfoBLwD3OdajzOllK/oUu6iS7mLLuUuupS76GuEHK5GRBqdhqlnADNrBYwB/gtMAe4kePNbAvzR3bcL2+UBjxJcp/O+mW0G5Lv7grQE3kQpX9Gl3EWXchddyl10KXfRpxyKZDb1jGcGB74CZrn7YuAyYPdw6Yh1ZjY6bNcB+Aj4AMDdv9ebZFooX9Gl3EWXchddyl10KXfRpxyKZLBm6Q5AAFgBTHX3L+OOzQ3/vhgYbmbXAkuBt9x9faoDlI0oX9Gl3EWXchddyl10KXfRpxyKZDAV4xkgXPYj/k2yBxCbfbQFcAVQDHwWXtcjaaR8RZdyF13KXXQpd9Gl3EWfciiS2VSMZ6YuwI9m9iCwGpjp7vPTHJPUTPmKLuUuupS76FLuoku5iz7lUCSDaAK3DGNmnYF/Au8DU9z972kOSWqhfEWXchddyl10KXfRpdxFn3IoknnUM555NgB/A8ZrGYlIUL6iS7mLLuUuupS76FLuok85FMkw6hkXERERERERSTEtbSYiIiIiIiKSYirGRURERERERFJMxbiIiIiIiIhIiqkYFxEREREREUkxzaYuIiKyicxsd+AaoAUwE2gZ3nSluy+p5bzR7n5DCkIUERGRDKfZ1EVEROrBzMYArdz9rHD/QOAvwO7uvq6Gcz539y1TFqSIiIhkLPWMi4iINAJ3f9rMLgWGm9kpwMtAb+Af7j7LzI4E2oZF/Efu/pCZjSX4XbweWObu16QrfhEREUktFeMiIiKNZz6wNXB9WIC3B54FZrn7FDO7xt3HAJjZMKC/uw8N9180s5nu/m66ghcREZHUUTEuIiLSeHoA9wGDzGwAsBYorqFtH6DAzM4L97+spa2IiIhkGRXjIiIijcDMhgL5wDZAV3f/rZm1AE6Oa7bezIygEP8XMMDdrwrP3w/4JMVhi4iISJqoGBcREdlEZlYC7AO0MLOLgAKgObAf0BEYaWbXAj8CRWZ2hLtPA2YA4wHc/Uwz293MrgSWAe2A837+aCIiIpKNNJu6iIiIiIiISIrlpDsAERERERERkaZGxbiIiIiIiIhIiqkYFxEREREREUkxFeMiIiIiIiIiKaZiXERERERERCTFVIyLiIiIiIiIpJiKcREREREREZEUUzEuIiIiIiIikmL/H8CTRpdVkvx2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tzsEnn8CECTBqcE/efSuFSdds4IsvNifY4hOGl2SHukWI7yrZ6i4uIiIiIiKRVlAAzzwDU6fC559DUhIcfWIhZ164iu37x9K+fddohyhbMawBc60jNaDfd0m2iIiIiIhIpHz1FTz4IDz5JOTnw667wv33w8knQ367bArLyoDYaIcptVCSLSIiIiIiEmXFxfD8817V+oMPID4eTjgBzjkHhg/f3Ig6vyi6cUr9Itg0PGRKskVEREREpE346Sevav3445CdDTvuCLffDqefDl01GrzF8aZkh55lV4QvlC0oyRYRERERkVartBRmzfKq1gsWQLt2MHasV7UeM8aflVAJkTVsuHikqLu4iIiIiIi0OsuXw5VXQp8+cPzx8PPPcMMNsGIFzJgBf/6zEuzWwMzq3Sp/yaN83gqA1EjE5LtKtrqLi4iIiIhIY1RUwNy5XtX6tde8JPrww72q9cEHQ6z6l7UyoXUXb7dDJ9ihE8Vfb8iNQFD+S7JFREREREQaYvVqeOQRmDbNq1T36OFVsc86y6tkS+vlx9EISrJFRERERKTFqaz05lhPnerNuS4vhwMPhDvvhCOPhLi4aEco4Wb4c062kmwREREREWkxNmzwuoM/+CD8739eV/ALL4TMTK9buLQhPm185rsku6rxWUZGBhkZGdEOR0REREREosw5bz3rqVO99a1LSmDffeGaa+CYYyAhIdoRQu+kvtEOoU2KMd/18vZfkq3GZyIiIiIiApCbC0895SXX33wDHTvC2WfDxIkwaFB0Y6tKqlcWLo9uIG2cDwvZ/kuyRURERESkbfvsMy+xfuYZKCqCPfeEhx+GE0+EpKRoRyd+YRgxPsyyw5Zkm9k/gV5AIRAPXAZ0Bm4GfgF2BC53zq0NVwwiIiIiItIyFBbCc895yfWnn0KHDjBunLf81tCh0Y6udhomHl1tZk62me0BnO6cGxx4PBM4CjgYeMs5N8PMMoDbgFPDEYOIiIiIiPjft996Tcz++19vePguu8CUKXDKKdCpU7Sjg6S4FHolKpH2pWZofGZmBwJHA+sA55z7d7Xn++PlrZ8Cg4FnnHOz67pmuCrZOwArgh7/AhwAHA7cENi3CHgiTPcXERERERGfKimBmTO9qvV770H79nDccV7VeuRIf86zFX9qys+KmSUCU4FdnHMlZjbTzA5wzs0POuxi4H3n3J2BYvIMICpJ9qfATWaWAJQAQ/GS7nQgP3BMHtDZzNo558qrTszKymJo0HiQzMxMMjMzwxSmiIiIiIhEytKlMG0aPPYYrF8P228Pt94K48dDWlq0o9uaKtj+1gzrZI8AljvnSgKPF+EVhoOT7LVA1U9nGvBZfRcNS5LtnFtmZpnAVUAW8A2Qi1eCTwFygI7AxuAEGyAtLY3FixeHIywREREREYmwsjKYM8erWs+bB7Gx8Ne/elXrAw6AGP+twCQtSH1J9qbP1lD82Zqqh92qPR1cBAavEJxe7Zg7gJfM7A5gGPCf+mIKZ3fxbOfcFQBm9iRwP96LGoFX1R4JvBrG+4uIiIiISJSsWOF1BH/4YVi1Cnr3huuugzPPhJ49ox2dtA5Wb5KdOLQHiUN7ALDu2vfXV3u6qghcpWNgX7DHgYedc9PNLA34n5lt55zLru2e4Uyy7zGz9/CGi892zn1vZpcDt5jZAGB74KIw3l9ERERERCKoogLefNOrWr/yCjgHhx7qPT70UGinBYSlOTW98dmHQF8ziw8MGR8J3G9mXYBy51wesC2wOnD8RqASqHP8Rdh+zJ1zo2rYlw2cHa57ioiIiIhI5K1dC48+6s23XrYM0tPh0kvh7LOhX79oRyetWVNybOdckZn9Da9AnAV85Zybb2a3Atl4y0//E7jQzPYB+uMtQ129Ir4F332WlJubS2ZmJhkZGWRkZEQ7HBERERERqYFzsHAhPPAAvPSSN/d6zBi45RY46iivY7hIOBkQ08RJ/c65ecC8avsuDvr6feD9hlzTd0l2amoq06ZNi3YYIiIiIiJSg+xsb03rqVPhxx+hc2c4/3zIzISddop2dNLWxPhwvTffJdkiIiIiIuIvzsHHH3uJ9XPPQXExjBgBTzzhrW/doUO0I5Q2yfy5prqSbBERERERqVF+Pjz9tJdcf/klJCfDGWfAxImw++7Rjk7aOguhu3g0KMkWEREREZEtfPGFl1g//TQUFHgJ9dSpMG4cpKTUf75IpBhKskVERERExIc2bYIZM7xGZh9/DAkJcOKJcM45MGyYP4flivixkt20VmxhUNVdfM6cOdEORURERESk1fvhB/jnP6FnTxg/HnJz4a67YNUqeOwx2HtvJdjiX2YW8hYpvqtkq7u4iIiIiEh4lZZ6y25NnQrvvANxcXDMMV7VetQoJdXScoTys1r4XRZF360HSA13PODDJFtEREREWr+VhcsB6J3UN8qRtC2//grTpsGjj8K6ddC/P9x8s9fMLD092tGJNIxZaMPFk3dJJ3mXdPI/+T03AmEpyRYRERERac3Ky+HVV72q9RtveIlJRoZXtf7LXyDGdxNIRUKl7uIiIiIiIhIhv/8OjzwCDz0EK1d6c66vvhrOOgt69452dCLNQ0m2iIiIiIiETWUlvPWWV7WePRsqKuDgg2HKFDjiCGin3/6llYmJ8V+S7bvBIeouLiIiIiLSMFlZcOutsOOOXlL93ntw0UWwdCm8/jocdZQSbGl9quZkq7t4PdRdXERERKTp1Fis9XMO3n/fq1q/8ILXMXzUKLj+ejj6aIiPj3aEIuGn4eIiIiIiElF+TLZXFi6jpKKE+NiEaIfSIuXkwJNPesn1d99BaqrXxGziRNh552hHJxJZPsyxlWSLiIiItFRVCXSVUBLpcCXdfkzmWxPnYPFiL7GePh02bYJhw7yluE44ARITox2hSDSou7iIiIiI1KO2ZHVlwa/e/uT+EY9JoqegwEuqp06FJUsgKQlOPdWrWg8ZEu3oRKLPj0m2Gp+JiIiIiPjM11/Deed5y25lZkJZGdx3n7cs14MPKsEWATU+C5kan4mIiIhIW1Rc7DUwmzoVFi3yGpcdf7w333rECH/OPRWJNj/+vfBdki0iIiIi/qB51pHx008wbRo89hhkZ3vLcN1+O5x+OnTtGu3oRPwtlAp17ldryPt6LUBq2AMijEm2mU0C+gHrgR2BM4FLgNFBh93gnJsXrhhEREREWpOSypKtmp1Jy1RWBrNmeVXr+fO9NazHjvWq1mPG+LM6J+JLIfxlSd29B6m79yD7/eW5EYgoPEm2mXUHLgO6OecqzWwWcDSAc250OO4pIiIiIpGnpL9hli+Hhx6CRx6BNWugTx9vXeszz4Tu3aMdnUhL07a6ixcBpUBHIAdIBr4FdjSzK4ASIBaY4pwrClMMIiIiItJMVhYuA6B3Ur+oxtESVVTA66/DAw/Aa695+w4/3KtaH3IIxMZGNz6RlsoMYmLaSJLtnMsLDBd/zsxWAyuBpcDzwDLnXKGZnQtMwRtG/oesrCyGDh36x+PMzEwyMzPDEaaIiIiIRMl78xO5/pLuzJ8HfVvplO/Vq711rKdNg99+8yrVV1wBZ53Vel+zSKS1mUq2mQ0GJgFDnHPlZnY7cLVz7uKgwxYEjtlCWloaixcvDkdYIiIiIuITzz3RiZ//F8cZZ8Bbb0GM7xaWbZzKSnj7bW+u9csvQ3k5HHgg3HEHHHkkxMVFO0KR1sWPSXa4/nfWC8h2zpUHHq8GEsxsctAxOwI/h+n+IiIiIuJTmzYZ776VRJ/+Zbz9NkyZEu2Imm7DBq8j+E47eUn122/DhRd6ncPnzYNjjlGCLRIO3lrZoW2REq452a8DhwUq2DnAIOBC4AIzuxtYB+wKnBum+4uIiIiIT723IIGiwhhuvCuL6dO24dJL4eCDvQS1JXEOPvjAq1o//zyUlMDIkXD11XDssZCQEO0IRVo5a0ONz5xzFcB5NTx1WTjuJyIiIiJbKsg3sjfE0qdfef0HR9jrcxLpmFrBPqOK+fNeMGgQnHaal7C2q+O3U7+s252XB0895SXXX38NKSnePOuJE2HXXaMamkibYrSt4eIiIiIiEmGFhTBjhjc0eXD/3owc1IsLz+5K1tro/8pXWuo1AvvqK5j3WiJjDikgLg569PCS1U8/hZtuinaUdVuyBDIzoWdPOO88b/j3Qw/BqlVw771KsEWiwQLV7FC2SAnXcPFGy83NJTMzk4yMDDIyMqIdjoiIiIiv5eUa77/dgVdeSmT+XCgqgm22gZNOLyChg+OR+zry8owkRozwhmQPHtWe3fYobdYYnIM5MxNZ/ms7yvJg/fqtt/z84DNiOfSozTuOOw5OOgmuu85b2mrIkGYNr0mKiuDZZzd/ENChA4wb5y2/FbQgjohEiR8r2b5LslNTU5k2bVq0wxARERHxvTtuSOWeW1OpqDC6dK3g1FPhhBNg1ChYXbwRgBNPK+CFZ5L58O1UrroKoAe9ti3nlHFw8snNU3394rP2nDc+DYDkZOjaFbp187YBAzZ/XbW167yaQUMLgc2Tlu+9F955B049FT77LPrzmb/9Fh58EP77X8jNhZ139hq0nXIKdOoU3dhEJCDCDc1C5bskW0RERKQt++rz9sx8JolNOZCVtXkrLOrDQzNWMmIf77i8XOOBuzqy75hi/j4plyHDSujfaeu5ytsPKOeSa3PoPTmVdetg+uz1zH4hkdtua8ctt3hJ9skne5XkPn0aF/O78ztg5vj0f7+z5/a96z1+ZWEJJRVb7uvSxVtT+tBD4aqrYPLkms8Np5ISmDnTq1q/9x60b+81MDvnHNh3X3/+Mi/S1oVSyc5e8jvZn/8OkBr2gNCcbBERERFfue+2jjwxLYVPPoGCAi/xPfRQiI2F+yZ3/eO4V19KonhTDP93ZQ57jywJaXmo9HQ45qRCnpiZxerVXvU4ORkuvRT69oX994dp0yA7u2Exvzs/gUG7l7JN94r6D67DIYd4zcNuv91LciPl55/hkkugd2/vA4dVq+DWW2HlSnj6adhvPyXYIn5khDYXu+uevdnxrL0BciMRl5JsERERER/JzYlhyLASli6FDz+E2bPh4YfhzPNyWTgvmR++9bLp559OYocBZQzes3Hzq9PSvOZdH3zgJZn/+Q+sW+clud27w1FHwSsvJlJWVvd1CvKNJZ/Es9+fixsVR3W33Qb9+8Ppp1efx928ysvhpZe8eeo77OAl9qNGwZtvemtbT5rkvUci4m9+bHzmuyS7qvHZnDlzoh2KiIiISMTl5sSQ2qlyq/2nTsinQ2Il06Z05Nef2/Hphwkcd0pBs1RYt9sOrrwSvvvOmw/997/DJ5/A305LY/yx6XUmux+9n0B5ubHfmOZJspOT4YknYNkyuOiiZrnkFlasgGuu8Sr3Rx/tvebrroPffvOGih90EMT47jdkEamRQUyMhbxFiu/+F1LV+EydxUVERKQtysutOcnu3LWS407N4fmnkhm9R09iYhxjTyxs1nubeZ29b7/dS0ZvvmcDi95JYMwYal0G7N35CSR0qGToiOZJssGb/3zRRd7Q9ddea/r1Kivh9de96ny/fl7VfvfdYdYs+PVXbw54z55Nv4+IRIFZ6FuEqPGZiIiIiI/k5sTQMXXrJBvgvIs30LVLDGVlxoCBZfTo2bQ50HWJjYWTJxTQvWcFfzs1nbEH9eDJF9dCV/jlF2+I+S+/wKsvJbL3yJJm7wZ+3XUwdy6cdRZ8843XGK2h1q6Fxx7zuoQvW+bNSb/kEjj7bG9Iuoi0fFrCS0RERERqVVnpVbJrS7K7dqvgX1dEpG/PHw44ZBMLFsChh8cwavCWncNjY6HXto5Tzmz+ydMJCd7yWcOGeXPHp08P7TznYOFCr0P4iy9CWRmMGQO33OJVstu3b/ZQRSRKDIjgKPCQKckWERER8Ym8PHDOSO1cc5IdLcOHw+wFq3nx2WT+1LcT22/vzePu0wfWlq4K23332AOuvdabL37UUTDyiNqPzc72kvKpU+HHH6FzZzj/fMjMhJ12CluIIhJVkW1oFiol2SIiIiI+kZPj/VlbJTua+u9Qzv9dmUPvpE5bPtG45uYhu+QSmDMHzj0X3tgzlu49Ng+Rdw4+/thLrJ97DoqLvQ8EHn8cjj+TsXRdAAAgAElEQVQeOnQIb2wiEmUGMUqy61fVXTwjI0PNz0RERKRNqUqya2p81trEx8bTO6lvvce1a+d1G99jD7j4vK48MXMd+fnwzDNecv3FF15H8vHjveXHBg8Of+wi4g9G0+dkm9mBwNHAOsA55/5d7XkD/h542A/o5JybUNc1fZdkV3UXFxEREWlrNm70/kz1YSU7mv70J29O9QUXdOC0o9NZ/CEUFHgdwqdOhXHjICUl2lGKSDQ0ZbksM0sEpgK7OOdKzGymmR3gnJsfdNgpQI5z7r+Bc3ar77q+S7JFRERE2qo/hou3gUp2Q513HrwwaxMfvhfPSSfCOed4TdF8OFJURCKoicPFRwDLnXMlgceLgMOB4CT7ZOB1M7sA6A48XN9FlWSLiIiI+MQflWwl2VuJiYHHnl9HeZkxIL1PtMMRER8IZbj4b2/8wG9v/lj1sFu1p9OB4OUR8gL7gvUFOjrnrjOzAXgJ90DnXK1rKCrJFhEREYmwlYXLA185AHon9QOat/FZ1Xznzfdq+dq3h/btXbTDEBHfsHor2f0OGUi/QwYCMOevj6yv9vQ6IHiyScfAvmB5wMcAzrmfzKwjsC2wrLZ7KskWERERCZOqBDeUBl8rC5ezfG0qMTGpJKc0XyIZyr0jrepDBRGRpjCD2KYNF/8Q6Gtm8YEh4yOB+82sC1DunMvDGzq+nXc/6wjEAmvqumi9SbaZxQHJzrmNZtYb2B+Y5ZwraMqrqY26i4uIiEhbUlJR8kcynpcbQ0pqJTEN7OTTkEQ6XEm3H5N5EWn9mjIn2zlXZGZ/A+4xsyzgK+fcfDO7FcgGbgZuAW41s8uB7YHTnXPFdV03lEr2pXidy68HFgA/AYfhTQBvduouLiIiIm1VXm5MgzqLK7EVkbauqUt4OefmAfOq7bs46OtcYGJDrlnn56Rmtj/QB1gInA0UAZOBfDMbZWbqOiEiIiLSTHJzYujWJa7G5Ll3cn/iYztEISoREX8yvEp2qFukhFLJbofXleOvwOzAvjrL4wBmNglvse71wI7AmUAHvJL7L4F9lzvn1jY4ahEREZFWKC83hk6doh2FiEjL4cdV/OpMsp1zC81sW+A+vHbnJwKDgDTn3Lu1nWdm3YHLgG7OuUozmwUcDewHvOWcm2FmGcBtwKnN81JERERE/GNl4XJKKoqJj00I+ZzcjTFs2yOMQTWQhqOLiL9FtkIdqnor2c65p8xsMbDeOZdnZtnAtfWcVgSU4rVAzwGSgW/xqtg3BI5ZBDxR/cSsrCyGDh36x+PMzEwyMzPrfyUiIiIiUdCcS2Tl5sbQuXOzXU5EpFUza1rjs3AJaQkv59wPNX1dx/F5geHiz5nZamAlsJQtF/vOAzqbWTvnXHnVuWlpaSxevLgBL0FEREQkMlYWLgPCtwRVbk7dw8VVWRYR2VJTG5+FQ1jWyTazwcAkYIhzrtzMbgeuZvNi3zl4Ve6NwQm2iIiISFtVUgLFm1peJVuJv4hEU4utZDdCLyA7KIFejdel/FVgBLACb6HvV8N0fxEREZFm05xDwmuTn+st+uLXxmfhqt6LiDSWEVrjsxUf/crKj5YBpIY1oIBwJdmvA4cFKtg5eM3SLgRKgFvMbADeQt4Xhen+IiIiIi1Kbo6/k2wRET8KpZLdd8R29B2xHf+b+11uBEJqXJJtZjOAu51zi2p63jlXAZxXy+lnN+aeIiIiIq1ZXqCS3dKGi4uIRIuZERsTE+0wttLYiJ4FLjCzZp+Ek5ubS2ZmJnPmzGnuS4uIiIj4Vo4q2SIiDRZjFvIWKY2qZDvnXjSzl51zlc0dUGpqKtOmTWvuy4qIiIg0WCTmYlfJy1Eluz5qsiYi1fmv7VmISbaZXQe8BvQF7sQbKn5LOAMTERERibTNSbUL/Nm0X98K8o2XZiUTXwFlZVBa6v25viCVnI2xFOQbx5yazaj9neZki4g0kNGyu4uXOuc+MrPbgN2BC8IYk4iIiEjYVSXU4ayOPjylC/fe0rWGZzqR2rkCM3jpuW0Ze0IhHy9KICbG0amT/35hFBHxKz8m2SHPyTazPwHrnHNZQFH4QhIREREJn5WFy1hZuCzs93EOZj3XkRH7FZOVBbm5UFTkVbJ/y1/ONytW8tF3Kznu1FxefDaZbfuW8+DTWXToEPbQRERaCcMs9C1SQq1ktwMWACeZ2RHAnuELSURERKTlW/JJe1Ysa8+Fl66nW7eELZ6r+l0vKdlx45S13Hx3LnFxUQhSRKQFMxrfyTucQorJOXetc66Xc+5d59wrzrljwxWQuouLiIi0HSsLl0e0uVgkvfhsMvEJlRx6ZP0DAJVgi4g0gtFyK9lm1g+4HSgAXgVWOuc+CEdA6i4uIiLSukRi7rPflJbCnJmJHHhYASkdXf0niIhIo7TkOdlXAPcAvwIvA8eFLSIRERFp0UKpTrfmCnZZGfxrYjc2Zsdy9Mm50Q5HRKTVquou3lLXyf7BObfQzPZ2zpWa2ZqwRiUiIiJtSkupdldWworl7fhiGXz7LXz3HXzxTXcqK2CnQWUkJ1fy1efxLPkknsuu28j+BxYBCfVdVkREGimUYeA/v7+UnxctBUgNe0CEnmTvZmbDgQQzGwTsEMaYREREJIyqOmv3TurXTNerOUFubZXqrz5vz2lj09mwPvaPfT17wvY7VRITA+++lUBpmdGpcyWT71/PiacVUlIRxYBFRFo9I9bqH5w9YL8BDNhvAF/P+Soiw4tCTbJvAR4GdgP+ApwVroCqGp9lZGSQkZERrtuIiIhIM/NjUh38AUBT4luxPJYzjk0joYNj8n3rGblHNwYOhE6dYGXhuuYKV0REGsDMn3OyQ0qynXPfAfuEORZAjc9ERETausYMHQ/ncPPycjjjuHRKSozpr6xhwMAyeid1a/b7iIhIwxn+S7JDanxmZvea2RmBryea2fHhDUtERET8JFKNylYWLqekorhZr1lSUdyk2F97OZEfv2vPzfdkM2BgWTNGJiIiTeXHJbxC7S6+0Tn3GIBz7kFgUPhCEhEREfEH52DqXR3ZbscyDjuq/vWuRUQkcozQO4v7sbv4pmqPy5s7EBERkcZqKZ2p/aCqUhwfm9DIYdnLAuf0C0N0oYvU/O/330ng6y/iufXeDcSEWpoQEZGIsZDrxpETapKdZmb3AkuB7QGNlRIRkRZFibiEoqjQ+PG7OCor4asl7Xno3lTStyln7IkF0Q5NRERq0GIbnwH/h9dRfDfgS+CRcAWk7uIiIhJOfqnEVue3DwF+L/Li6ZXoj3jC6bff4JVXYM4cePvtbSkp2fwL2+57lnDZv3NI0FLXIiK+FMm51qEKtbt4JfBHy28zOxh4IxwBqbu4iIiEqvqQYb8lqq1B1YcS+LB7a2P9+F0cb81NZO3qWD56P4Hvv/H277ADnHp2PsP3LSY+oZJtulcwcJBmyImI+JUF/vObOpNsM7vVOXexmb0NuKrdQB+8YeMiIiK+5se1m6FpyWtb/TAh+HtZNa+8MS75e1c++ziB5JRKdtmtlMmTISMDBgyA34s2Bo4K/rWn8eJjE2r8PgXva6vfTxGRJmuh62S/HvhzCXBP0P5z6zrJzPoB84EVgV0dga+AZcDooENvcM7NCylSERFp8/w61Lsl8OuHDZFWWGB8sTie8y7K4dJrc4HoJ7fRvr+ISEvW4oaLO+cWBL40INU591Xg8SX1XDcfmOicewvAzK4F3gIOdM6NbnS0IiIiKGGsSW3VUL+/Vx8viqdbWgXbD4jMsOxPPoynosIYuX/zrsUtIiKRZxixFlvvcd+/+z3fv/sDQGrYgyL0xmc7A1+HelHn3Aa8pBoziweGOueuNbMDzewKoASIBaY457TopIiIRFzwUlYttZLYXMOnm1tJCcTEQFwcbCoyrvhXFxISHHsOgp12gj/9CWK6woN3d+TGqzrTs3c58z9dRXKKq//iTfThuwnExTmG7l0S9nuJiEj4hVLJ3nn/ndl5/5359KVPcyMQUshJ9odACpAHYGYXOufuCvHck4BnA18/DyxzzhWa2bnAFODM4IOzsrIYOnToH48zMzPJzMwM8VYiIiKtQ0udp1teDsf8pTuVFTBz3lqmTE7l+aeSSe1UwZMPbz6uffs+lJYa+43ZxPvvJHDzNZ24/o6NtV+4mXz4XgKDh5bQIdHRmpq5iYi0VTE+/H95qEn2BOASM1sbeNwRCDXJPg44CsA5923Q/gXApOoHp6WlsXjx4hAvLSIirVU0k8y67t3Y50K/97LAV/77pSEUjz+YwpefxQNwwYRuLHijA8ecVMCd0zYQX9SXH36AH3+ET7/OZ9s+5Zw+MZ/rLu3MI/d35K/HFbHXiPBVmPPzjK8/b8/5F0WkkNHiPiAREWlpjBY4JzvIdOfcpVUPzOzMug4OOm408KFzrizweLJzriqx3hH4uQGxioi0Wi21atnaNfb7Uv285vr+Ntf86p9/as9LT3fmkmtzaBfqbwJ1+O7rOF56Lontdijn9us7MeYvm9hxp1Km3ZNKSsdKLr9+I2aQnu5to0bBoYWbq9aTrs5hzouJ3HVzKk/PWtf0gGrxyQcJVFQY+4zSfGwRkVahhXYXx8wOAV4I3ueceyTE608E/h70uNzM7gbWAbtST5dyEZHWrnrVUsm2RMId/+nGG7M7svfIEg48dFOTrjV9Okw4szvFm2IAiI93XHdbNj17l7MhK5Y/H7yJ9G0q67xGUrJj/MR8bv13Z374No7+OzU8Ca6shF+XtuO7LFi2zNuWL4c1G9I4/5Ishu4FTz6cTEKHSvYY1rzVcv19FRGJlpa5TvY9wG5AVzO7wTn3bF3HV+ecO6na48saHqKIiEh0BTdJa+lWrYzlrVdTAJj+RHLISXZBvlFWZnTuUgF4c68vuwxuuw32GlHK/f9dz/p1McTGQr/tvE7hdz20IeS4TplQwD23pvLI/SkceUI5C99I5fYbICkptPMvvaAL0x9P+eNxu3aw7baQlx/PhGN6M/aEQua/nsi1t2TToUPjG6xp+TgREf8wIMZioh3GVuqLKCaw5NYewIjwhwO5ublkZmYyZ86cSNxORMR3SiqKfb/skrRc/304Becg45hC5s/twLq1of1ycv4Z3Rg1uCdLf4xjY3YMhx3mJdjnngvPvrqW7j0qGLR7GQMHlTUqrs5dKzl2XCEznkxm3GF9ePDuVE45xatQ1+f7b+J49olkjjulgPfeg99+g+Ji+OUXmPX2GuLaOx6b2pFDjyxkwrn5jYpPRET8ycxC3iKlvuHi6wCcc+Vm9sfH0WY21jn3UjgCSk1NZdq0aeG4tIhI1GgYeOhaeuMvPysuhumPJXPAYQVcdGUuc2Ym8cLTyQy5qu7z1q+L4e03O1BZaZxy1DbExjrWrIKHH4Yzz4SVhc0TX+YFebw7P4FDx+bRrWsMN1zZmcsug1tuqfu8yf/pREpHx9U3bWRQ7+Qtnuvbv5wnXl7BjMe7ctFVOTT2dyz93RUR8acWN1wcONjMqv612ifo6+FAWJJsERGRhnrnrQS27VPO9gPKaz0mL9dwDlI7hX8tZr+a92oi2RtiOeWsjWy3YyV7jyzm7ltS+X4JjBnjbbvs4q1xHeyVl5KorDTunLaeK//VheSUShYuhOHDmze+/tuXs+ibVZRUFNM+JoGNqzpz663eutoTJmx5bPEm4/FHU1j2cxzzXk1k0tUb6dS55rL3gJ1L+c/t4V8eTEREIs2a3PjMzA4EjsYrMDvn3L9rOe5k4CkgxTlXUNc160uyS4Gqz6fnBe1v3FgwERGRZvbqS4mcc2oaPXqV88aHq+ncZetEq6wMxh7QneXL2jH2hEImXZ1TbzOu5tCQYf+/Lm1HZSVsPyB8/8TOmZlI+jblDB9VBCRw670beOCujnzyXgovv+wd060bjB4NQ/ZNZt8xxfTfvozZLyTxp51LOXZcISP220RSsmNQ7z5hixPADO6+G5YuhYkTYbvtYIe9Nj//wO1duG9yF1I6VjJsn2LO1DBwEZE2x2haJdvMEoGpwC7OuRIzm2lmBzjn5lc7biCwc6jXrS/Jvtg592kNwewZ6g1ERMTfWvJQ9s8Xt+cfZ3dl4KBSlv4Yx8XndWXaM1lbHffMY8n89EN7DjysiBenJ1O8yZjyaOhNucJtzepYxh7YnfTuFbz50aqw3KMg31jwZgdOOr2A2Fhv33Y7ljP5vmx6J6WwfDm8/ba3LVgAL7zQFYCjTyzg0w8TmHS1VwnutW1FWOKrSbt28NxzsM8+cMwx8PKCdvTfoZzVq2J55N4u/PW4Qu59bH3E4hEREf9pYiV7BLDcOVe17MQi4HDgjyQ7kIhfjLdy1uWhXLTOJLumBDuw/7NQLi4iIhKqhjZ7KymBC87sRvo2lUyfs5bnn0nmhis6c+CwHowYBkOGeFtC91juvLETw/ct5tHnsrjin515/ulk8vOyaR9i5+pwKi+H88d3Y8P6WDasjyVrbQxpYaiyz5vbgZLiGDKOKarx+b59Yfx4b3MOFn3zO089nMxD93YEqPW8cOvUCV55BfbeG8Yfl86UR9fz8L0pVJQbF1+T0+z3a4kfNomItFlmxFhsnYe8O+N93nthUdXDbtWeTgeCh0LlBfYFuwG4zjlXGmrztHrXyY60qu7iGRkZZGRkRDscEZEWryVXquvyyH0dWfZzHE/NWkvXtEoy/54HwAcLE5g7F554ourI3gA8ceM6zODYcYU8+XBHXpuVyFHjmrZGdFMsnJ/AdZd2Yd3aWHKyY5nwtzwefaAjH7zbgb8eV3cnsVnPJ5KU7Bq0xvUrLyaxTY9yhg4voayeaelm3vzoq27KIePYQn5ZGkf/7Wuf7x5u220HL70EBxzQjsP36wHAGedl06df9GISEZHo85bwqjvxHX3Cfow+YT8Azt753OrDn9YBKUGPOwb2edc32xboDJwQlGD/y8xec84tru2evkuy1V1cRERqs2J5O+bOTqRL10ruuTWVgw4vYv8DigGvWdc5/8jjnH/k0SuxL6tXw5Il8M5HOXRLr2D3IaUA7LFXCf13KOPF6ckcNS46Q8Y//RTOPimdnr0qOGJsEbvvWcKx4wp54ZlkPliYUGeSXVICl/2jK6UlxpyFq+tdMss5ePn5RN55swOnnJnvNTVrwIjv3YeUBt676HZv3XdfmLtoNUt/jCM+wTF8zEagceuWa61rEZHWo4lLc30I9DWz+MCQ8ZHA/WbWBSh3zq0Axgfd6ybgjqY2PhMREZ8KZ4W6ahktvyQjRUVw881w6+SelBR7ra/bt3dcdWPNHaPNoGdPbxs8Jner544+sYDbr+/M10viGbpXjZcIm6VL4fDDIS29ghmvr9miAdve+xaz6N26E8cPFiaQnxdD+/aOc09L49nX1pKYWMnM51J5962OxJR7a0tXVHjbhpzufPNlPEOGlXDu/+WF++WF1YCBZQwY6H2oUBK5qeEiIuJjMU34ENg5V2RmfwPuMbMs4Cvn3HwzuxXIBm4GMLM0vDnZABeb2YPOud9ru66SbBGRZtZcyW9rHebdEM55ja8mTYIVK+CvxxXxf1fmULwphnbtXKOHMB87roAH705l7Jh+7DakhFNP8hpr9e/fvPFXt3YtHHyw97qefGkt6dtUEFwhHjmqmHmvJrLyt1h696l5Xvbc2Ykkp1Ry3+NZjD82naE79P7juX7bl5He1avqx8Z6W0pHxxU3bOTs8/P+aHgmIiLSGhhNrmTjnJvHlitp4Zy7uNrjLOD6wFYvJdkiIi1YScUmVhYua1DFeXODsaqJudEdBlybn76P4/ILu/DxIhg8GJ5+GvoPqZpK1bSYe/epYOEXvzPzuXjmzEhl0iQvkd9zTzj2WBh5WLuQE/hNm2DdOm/7fkUCzhmjD9q0VUJbkG+cfDisWeN18O6549bXHznaG/p+yd+7kZcbw86DSjn7dBg1ykucKyrgzVcSOeCQTfz54GJenLeWr5a0JzcnhhF/zmXvvWHb5C0/lFlZuLZxb1KEVH2I1NDGdyIiImCYxUQ7iK0oyRYRaYSGDKdeWbickopi4mMbN3+0IVpa9Xtl4TJKKkq2em+cgzNPTCN3YwxTp8JZZ3lV2ZV19wNrkPRtKplw3kb+dsEmytb1ZeZMeOEFuOwy4LJeDBlWwhnn5HHE0UW0C/rX8q25HZgyOZWNWV5iXbhFTNsAcMxJBdw+dcMfiXZpKUw8JY0vv4TZs2HYsJpfy592LmPbvmV8/H4Cu+5RwsvPJ/HM49CrF5x4InTdNpkN62M59Eiv0/fQ4SUMHe6tOlJSUYxZ+H/GQlE9cW4pP48iItLyNGW4eLj4LslWd3ERaS2qEvH6qq4//9SO/1zehS7dKjllQj677Flc5/G/F21d8QulCtiUSmGkk6Xvvm7Psp/juPXeDUyc2DXs9+vfHy66yNt++w0eejqbpx9N4e8T0pj1QhFTn8yCdrB+XQwXnt2VTl0q2XcfSE+HtLTNf5KymnfmdeDOmzoBcOe0DZjBNZO68O78Djz6KBx2WO1xmMGbH60iNhY6JEJRobFkQR+mT4d77oGysq7EJ1Qy+qDodUVvLkq8RUSkqcyaPlw8HHyXZKu7uIj4WXMOaS0vh6ceSeY/l3chrr2jvMx4/qlkrrkthrPOqTvRbu1eezmRmBjHXw4vAsKfZAfr0wcmXpDP2efn8/jUFK65uAtnn5TOtbevYspNnSkqjOHl+WsYPaTXVueuLCxlyLBSSkqM++9I5fyLcunRq4IZTyZzyoR8zjgjpYY7bik5ZfMw/sQkx4knelXs7Gx4ZPoGUjpWkpRczxpcLZCGjYuISGOYKtkiItHlh+GrzsGsWXD55fD9990Ysd8m7n5kAykplZx7eho3Xp7GiH3WsMtudS/N1JI09H1/fXYie48soWtazc2/IiEmBiacm098guOyf3Rh/123B+D8i3LZ4U91z9cePzGf++9I5c1XE9luxzJKS40jjy1ky6U4G6ZLFzhpfJ0rhoQsPrYDvZP6NltCW9v31W/Var/FIyIiTWW+rGT7b5a4iEgrtnAh7LMPjB3rLbP04FPreO61tfToWUFyiuPOB9fTuUsl552eRklJtKONjqU/xvHTD+057K9F0Q4FgJMnFPDeV6u46JosTjw9nwsuzq33nB69Kth1cAlvvtqBt+Ym0jG1kqEj2ug3NEJ6J/WtMYnundQ3Iv0QREQkOmKwkLdIUSVbRCQCCguMzAlpLHjDa2L10EMwfjysKdkykeyaVsmVN6/lgvG9WPJJPCP2i25i1pRKZ9Xc8V6JDasevjYrEYCDj/RHkg3Qt3855/yroEHJ2l8O38QdN6ay9Kc49j9wE3FxYQwwAjYP514W9nvFxyao6iwiIvUyjBirf33Kz+Yv4bMFnwOkhj0ofFjJrmp8NmfOnGiHIiIRsLJweWBb1uhf3quu4Wfz5yaz4I1E/v1v+N//vG7Z7Wr5mHPvfb2mVl9/0T6CEYYunO93UaHxxIMp7DNqEz16VoTlHpFy0OFFOGfkbozlwENbfqOySKmtIu23a4qIiD+YWb3b0AP3ZOKNZwHUPxytGfiukq3GZyJtmx/mTNekqUnlN18kEJ9QyeWXx9SaXFfpmlZBz97lfLUkHshv0n1bmscfTGHd2nZMfSor2qE02c67ltG7TzmrVsYyxkfdwJv6d6sha7KLiIiEmxqfiYg0UE1JdySr1s11r2+/TGDgoDLatYsP6fhdB5dGpJLtHLz8fCK77FpG76HNf/2S8k2BEQr1/wOYm2Pcf2dHDjikiL1GlIR0TpVQOlNHcrgzeMuKnHNhLr/8L47OXaPXwK0ufvswqyE0pFxERKANLeFlZv2A+cCKwK6OwFfAv4CbgV+AHYHLnXNrwxGDiLRs0R7+3Zz3r6yEb7+MZ+zxRUCISfYepbzxSiL5eQZJzRbKVn74No4LJqQRH++46Sb4xz+8rtq1WVm4nJKK4rA0kpr+RAq5G2OZdHVOs187WFUlNhI/Y6dnht4NPNIfAtSnai69X+IRERGpziCiDc1CFa452fnAROfcaOfcaGA28DBwI/CWc+5m4GXgtjDdX0TEN35b1o6CvFh2HVwa8jm77eE1PPumGarZy35px923pNbYrXzOzCRiYhwjR2/iX/+Cgw6CFSu2Pi4UTZ2r/fYbHRg4qJRddgv9fdJcWxERkTYshPnYwVukhCXJds5tcM69BWBm8cBQ59z7wOHAh4HDFgUei0gbEc6GWSUVxUFN1La+RzSbo1UlyoMakGRXJeRf1ZJkOwcfLIynrJ6ltBcvhqP+3J3b/tOJuYGu3cHXmD0ziZGji3n8hSweeQQ++QR23RVemhHG8nkNCvKNTz+MZ3QT5y4r6W5+vZP6+WYedtX3V99nERGpEvoCXpHr+R2JO50EPBv4Op3NXXzygM5mtsWQ9aysLIYOHfrHpiZoIi1fS+j+3Zyc87Yq33zZnrg4x4CBoSfZ3dIr6dm7nK8/r3l4+ewXEjnh8O5c+Y/uW9wr2Ny5MHo0JCY50tIrmPPilonzV5+3Z/kvcRx5bCFmMGECfPkl7LILXDAhjcv+0SXkeJvqg3cTKCsz9j+guNmv7deErCp5bUx8fn1NIiIikebHSnYkGp8dBxwV+HodkALk4M3T3uicKw8+OC0tjcWLF0cgLBFp66on/k1JWior4f33YcYM+P/27js8yirt4/j3TichhdAhGiyIFXUFFHRtKAIaV8G+rnUNdsW+uxbsLNgri9iwg+i6KBZsKMrKstbX7ipI6FJCepvz/vFMIISETML0/D5ec8nMPOVk7slk7uecc59p0/Pot2s1z85cgZm3FFffXapIDWw69gZ77FXNp/NTKS2Fjh03fW7aUx1JTnbMeCaHPts5Lr1m/SbPP/44nHMO9O8PU15cxkN3ZfPUI5mUrDecg6+/SOHF5zJITnYML9jYe7z99vDBB3Dq2SU881gmV91QTKfc0BftmjNqGy8AACAASURBVPN2B9IzfAwYvOUkO1p6VGORknIREYk3RnRWFw9pT7aZHQzMc87VD2h8DRjs//f+/vsiEmcaDtuOxh7sqrqKoBRz8vng44+9YmHbbAMHHQSPPgrbblfD3Pc7MHNGOs55w8V327P1PbQj/lDO4kVJ9O0LjzwCtf5LkkuXJPLBu2mcN7aYY08u5s5bOvHS814vtXNw79+zOessOPRQmDMHunX3UTCqjOpq45nHMxlxQE9OGNmDaU9lcvCwCnI6bZpEJybCcaeU4pwx/+NWXhloA+fg/dlpDDmostUXIrZGXkZ+SAq4hVPDHu3mqm2r11tEROKXkWCB38Il1D3ZY4CLGtz/K/B3M9sJ2AG4IsTnFxEJuro6uOf2HKY93ZGlRZCSAiNGwIknQkEBrPatYOQBPbntulw+er8Da1Ynss9+rZ9rPPrkMvpsX8OE63pSWAj33gsTJ8IH8zNwzjj+1DI69yxhxZIUrjivMytXJPLJR6m8PSudU0/1Ev6UFCgug98Nqqb3NrXc+rdOdEj38eATq8jKqaN/M/PE9xpQRWqaj3/PTeOIo0KzxvNPP8EtE3NZutT4dWEyhRevb3mnIIuX5DNefg4REZHWisae7JAm2c65kxvdXwOcE8pzikjkbOwdjr4Pu2BxDq4dm8vTj2VyyLByxt+WxNFHQ3b2xm3WlcG4v6/hhJE9ePaJTC64ophjT14PtL7XdJ99q5k7F156Ca6+GkaOhOTkHAYNqaTP9rVU1cHkZ1cx6rAe3Pq3TuR2ruPyv61j4s05NLxgawbHnljGpHuy+Mczqzjk8EqgfjL35vFKTYXfDazik7le1/KUBzPZZ98q9h4Q+Lzy5ixdCjffDFOmQFJyR/Lyaxg4uJIRfyjfZLtYTBwDWa+75WP0CVJrRERE4psBCZYY6WZsJhxzskVE4sbdt2Xz9GOZXHDFOq4Zt67ZhGjwgVXcNHE1vbetZdiRlVTVtf2cZjB6tNdLPmkSTLyzjnMu2tjrm53jY/obK1j0SxL9f1dNYiKY5Wx2nMuvXcdphSX07BVYY/Y7oIp7xmfz+r86cOPVuQwvKOeR51a1+edYtzaBB2/xeuRramDMGDjrsiVkdymPumHbjRP8hklzLCb/IiIi8Smwgmb/nj2fT96eD5Dd0rbBEHVJdnFxMYWFhRQUFFBQUBDp5ohIHPH54NWX0hlaUEFqGy56rlubwEN3ZXP0cWVcfcO6Frc/87z6xRRa/vBvmLg11wuakgIXXwyj/7wE2LSCeW4XH7ldttzLnJREwAk2wH4HVOJcDpeN6QLAvz9KxdfGGmhz3knjgtO7sL4YTjkFbrrJK7JWVFa3VRcgolXjHu1gJeZK8EVERDaVEMD3rCGH78uQw/fl9WffKg5Dk6Ivyc7OztayXSISEnPeSeOCM7ry4FNVHH1sbcs7NPLK9HSqqozzxhYTrNoZ0Tw0eO9BVaSkOEpLEjj48Aren92B779JZvtdWl/E7a5bc8ju5GPO+4nsuWcIGhtieRn5UVnET0REpF0zwro0V6DCtyK3iEgTykqNLz9LaXMPaWt8Mtcbkvz9N20rYf3CUx3ZrX81u+9Z0/LGcaBDB8fgAyvZa0AVt969BoB/fxjYsO7SUnhgYharf0vk5x+T+HR+Kn/6c2lMJtj1VKVbREQkutQv4RXof+GiJFtEImbVKhg9rAdH/r4n++6cx923ZVNV1bpjFP2ayJUX5PLrL8ktblu/HNWP37Y+yf7mq2S++iyVE/9U2up9WyuakrlHnl3FtFkr2LZPLXnb1jLvw1T+90MK5/2pC5991vx+F18M48d14rpLe/DS8x1JSHAcc0JZ+BouIiIi7YKZBXwLFyXZItImW7sG9vLlcMgh8NMPSVxz41p23aOau27rxJG/78k3X7WcMDsHH89J5agDe/L8k5lMvid3i9tXVBhf/NefZH8XeJK95rcEHr47i7GFXUhJaXui2NwaxtGuQ7qjQ7o3+Xu/31fy77lpXHhaL159OYMhQ+DxxzffZ9o07/Gdd6vmzZmZPPJAFgccUkmPnoFNvs7L6BPVw+hFREQkWhhGQsC3cIm6JLu+8NnMmTMj3RQRCZGiIjjoIFi4EKbOWMkFl6/nyRkreeLFFaxdk8AxQ3vw0vMZ3HZdDv26b8OuvbYhPx/694cDD4Qzj+/KAf17ceKRPcjK8XHg0Apmzsikorz5K5SfL0ihutrYebdqFv6UQnUAK1H9Z14qRwzpyW3XdcLng1vvWU2nzmEY1x6lBv++krVrEvnx21Tue/Q3hgyBs87yqoRX+qdpL1mcSGEh7LsvzJyznF32qKS8LIHRJ6sXW0RERIIvwSzgW9jaFLYzBai+8Jkqi4vEp8WLEjnwQFi2DN58E4YctHF8+NDhFbz+0TJ23aOaS/7chYfvzuawERWc8KdSDj0UdtjBq5C9fGkiffvVMP6+1bw6ZxkXXVlMWUkir/0zvdnzzv/Ym0v8xzNLqa01fv6x+d5y5+Af92Vy/PDupKY5Zs1dxuxPlnHSae07Udz/oEqSkhxjxq7m2BPLePNNuOYamDwZfv97+HVhEhef3YW6OnjmGW9O9x2TljHqpFJGHF3e8gniUDQN/RcREYk30TonO+qqi4vIpoK9BFAk/fK/JE46sjvlpfDOOzBwIBQ1ylu7dffxwqwVPD4pi333r2TvAV6Xc15G1oZtisqWb7LPvvtXkb99Nc8/2ZHjTmk6EZ7/cSr9dq1m4BCvy/WHb5PZebfNK4yvXQtnngmvvJLLiKPLuOPh1WRlu822iyeBvrd6b1PHvG+XkNO1DEgjKQluv93rtT79dDh4717U1BhPPuldEFlSDjvvXsW9U36jtcuYiYiIiAQiGquLK8kWiVKBzHdunIA33idakhafD6Y9ncH46zvhHLz3Huy1V/Pbp6bCuZesD/j4ZnDcqcXceVNXRg/rzs671ZBYCyUlG28LFqRx0uml7LBTDQkJjh++TQEqNjnOf/8Lxx8PixfDuL+v4azzS4K2VFe86NFz83WtjzkGFiyA40+uZtc9qvnTnzIj0zgRERFpZ8LbQx0oJdkiMahxMt2WhDxY525JbS2ceXw33p/dgQH7VTLhgdXstVfvrWpDU844by2V5SnMfS+NV6ank9kRMjM33oYOL+fUs0tIS4P87av54duNw8Wdg6emdOTGq6F7d/jwQ8jboyTobYyU5i7CBFPfvvDqHG+EgZmSbBEREQk9AxItMdLN2IyS7DgVT0OM25tQJkINjx/IeyMYPeP3js/m/dkdQt4z3CHdcc24dTDOu9+4rUVlv234d9+dq/n6yzQuO7cz777RgZRUx7IlSYwYAVOnQpcumw9jj0Z5GfkUlS2MdDNEREREIsM0XDwg9dXFCwoKVPxM2pVQJ9fNnS8UF2L+cV8m90/MZu8B1cx5O43jTy3l7Auip2e47y5VvPVqJkW/JnH0cV5Brj33Wc/1V+SSEHXlICOjfgmtcL8vRURERAIX2HDxD9/8iLlvfQyQHfImEYVJdn11cZFQC0dvf3NzpjfvZV1EVV0lqYlpIWtLU6rqKikqWxTQa1C/bUtmzkjnlr/msuc+Vfz8YxK79a/mljvXBKO5QXPE0SV8uSCDy69dxz77blzLKyFhy2ttB2pjvBcG5Thb3qaP/1yBJ8Ma4SIiIiLxIpCe7AOHH8CBww/gladfLQ5Dk6IvyRZpi2AkzK09xpYS5saPb0y2om84SzD995NUxhZ2ZeDgSp6duYK08F4zCNiu/at4duYKwhUPJbUiIiIioaHCZxJx9clefe9X+M8f3vnAgbVpof9fm/+CNtUTHYke51jw889w1gnd6JlXy5TnVkVtgh0skfodak5gvd7Rl+xH2+soIiIisaN+nexooyRbQqap4astJajRWrBN81K3bM0aGDkSfA6mzlhBbhdfpJsUFUKVQPZOD//vRzgqlIuIiIi0mgqfSTSoqqsKeB5uW2ztl/BA5/5uKSFvesi2koNQqK6GUaPgl1/g2Zkr2W7HWuJ5WHy0XQASERERab+ic53sqKujW19dfObMmZFuishWqR9aHs+cg3POgTlz4LHHYN/9qyLdpBblZeRruH8E5GXk6wKFiIiIBJ2ZBXwLl6jryVZ18a3T3nprG/d6t7efP9LuHZ/N1Klw003wxz/GxtrS0jpKjEVERCSaRWNPdsiSbDPrB5wMVAAHAeOAs4CdG2x2kXPuq1C1QURC55/T0rnz1hxOPx2uvbbtxwnWclcSfXqn5yuuIiIiElLtJsk2s0TgLqDAOeczs6lALbDcOXduKM4p4RWuyt8SnXw+GH9DJ/YaUMXkyalBqTfRlvWeN+6br1EMYZSamKbfeREREYk4w0iwrZsBbWaHAaOAlYBzzt3Y6PmrgR7AMmAAcL1z7rstHTNUPdkD8SofXWRm6cBq4BEg08z+hpdwlwGTnHO1IWqDiITIJx+lsmRxElffuJaUlK5BPXZrqliHI9FTMikiIiISvbamJ9ufq04CdnPOVZnZDDMb6px7p8FmHYHLnHPOzE4EJgIFWzpuqJLsfGAwcLJzrtjMngaqgWeAL51ztWY2AfgLcHPDHVetWsWAAQM23C8sLKSwsDBEzYwfbenFa2oN6Ib3m3tMwqd4nfHPaRnkdPLxp1GQlRXpFnleej6DjI4+hh9VEfJzNfXeU3IdOa19XbQOtoiIiISMsbUFzQYDi5xz9dV7PwKOBDYk2c656xpsnwCUtnTQUCXZ64HvnHPF/vtzgYOdc0802OZd4GoaJdldu3ZlwYIFIWpWfKqvYh3KislKtsOrpsYrKjblwSzKSr0hMJeNgaFD4dhjYcDQBBxw/4RsStYncN7Y9SxflsiUB7JISnLssFMNO/StZb/+0K8fdA1iZ3NFhfHayxmM+EM5HdJd8A7ciN5rIiIiItKSlnqypz8xg+lTX6q/26XR092Akgb31/sf2/w8ZinA6cAFLbUpVEn2J0BnM0t0ztXh9Wz/YGYTnXNX+rfpC/wvROePKtGeoC4pD7wXXPNeQ2/hz0lc8ucufDo/lYLRZZx/WTEV5Ql89EYPXnoJCgvBLI+UVEddrZGa5pjxXEcAevauJSvbx4fvdqCqauMHTqdOsF3fHmzft4Ydd6rhqFHl5G+35Zka5eXw2svpdO1ex94DqzYs+Pf2rA6UrE9g9EkqJS6bitbPOBEREYlPRss92SeceRwnnHkcALt12vu3Rk+vBDIb3M/yP7bpebwE+2Hgb865FnPYkCTZzrk1/gni95jZKqArcBPwkJmNB8qBfsBloTi/wJOTO/L+7A48eA/stFOkWyOBKClO4I67cnjsoSzSOjgenrqKo0aVb3j+2MNg4kT46it48oViVq1M5JyL1pOT42PqlEw65dZx4mmlpKZCXR0sWZzE+sW9+e47+P57+PIbx4fvpvHiMx154I5s7nx4NUMLNl/H++uv4R//gKlTobjY6wLPzqnjjsnL2P8AH+NvyCF/+xoGH9j6NcBDmYS1dGwlgCIiIiLxxra2uvg8IN/MUv1DxvfHy1lzgVrn3Hr/vO0HgTucc1+b2Wjn3IwtHTRkS3g5514GXm708JmhOl+kRLKXeuPSOJu/sZ57IpOvv0xhz/fg5pth7FhITAxr8yQA69bBokXwr9mZ3D0+i3VrEjnuj2Vcef06evaq22x7M+jfH8buULzJ45dcven9xETYtk8tebvB8OHeY0VlKwBYvCiR80/vyphTu3LuZQn8ZVwpVVUwYwZMmgQffggpKTB6NBx9ygrWFydw34RsLjytF/sMqqbo1yRefHNFq95PSnBFREREJBS2Jsl2zpWb2XnAff7O4S+dc+/464etAcYDTwO7A9v5e80zgMgk2e1ZS4l3axPz1m5fXmZ8+3/JnHJGCWVrM7nySpg+HR5/HLLiNNdZviyRJb8mss++1QHv88SkTFJSHSefUUJtLcx9P43eeXX0+h0kBLgSQGUlLC/xkuV166C4GBauSmfIQZV0yvXx5X/T+OtFPTn2xFIOOqyS2bPS+eLTFFYWecl18YbcOJeB+5dz49+L2WOvwH+Gttgmv44Zby3n2stymXRXZ/47L4NffoTffoMddoAJE+CMM7x53EVlXm/1fgdUMmpYNz7+II2xf1nHwMFVWz5JjFDyLyIiIhLbtrLwGc652cDsRo9d1eDfo1p7zKhLsouLiyksLKSgoICCgi1WRo96jecvBzKfeeM2XkGptlTm/fKzFHw+Y9hRFZw2KpMXXoALL4S994ZL/5LN2ZeshDjr1b7hik6880Y6n/68mKzslotx/d8XyVx/ZSecMz54J43//ZjMd1+nAJCTA/vtB4MHQ9/fpTFg36oNBb4+npNKz/xauuQaN1yVy/SnOzZx9K6MOqmUe6es5pH7OvHT98ncfn0ut18PZo6+O9fQb0c48EDIz4c+faBjr6XsuFsJaUmhK17XUEoK/P3+NWy7fQX33t6FI0fCuefCoYc2fYEht4uPp2Yu5r1ZnTjlzBYLKkZ98qqK1yIiIiLxYSuHi4dE1CXZ2dnZTJ48OdLNaFZ9kTAXuqLKm2hL5fDP/pMKwN4DqjCDk07ykqcLL4QJN3aioqqOq64NfdGq//simVUrE8nbppaOWY7qKuOdt3L4/qt0+vSCXr2gZ8+N/+/RY9P9532YyvRnOuJ8kLdtLRcXwnbbbX6e0hLjnTe9Ql9vzEznhFO3/LM5B7f8tZO3LNafS7h/YjY9e9dx32OrqKk2vvtvF+bNg3HjwLnubLtdDc+8spJ/vZjOxJs6AZCV7aO0xDhjzHoG7ZlFTg5kZ3sJ+v2TS3jxmY6cfUEJs1/N5MzzSigYXcr3X6dw0OGV9OxVt1kSWlRWQ9Xmo8NDygzOuWQt519awbaZLSfF3XrUcdo5LSfYIiIiIiLhYCjJljD5dH4qfXaoIbeLb8Nj3brBtGkw+uRSHprYmSNG1rDn70IzLLm6Gu64OYeH785u8vmc3DpKir3iXI117pLHIcNLyMuD+yZkk5ntIzPTsbQokXv/Docf7lXXPvrojfvMnpVOVWUC6Rk+/jktY4tJtnPwz+npfDSnAzdNXMOZ55Uw+uRSevSqIz3D2yZvjFfZv7gYpr++kqsu6MzIA3pSsj6BPxxfRt9dy/nm83TOuaiEAftVkZex6eLVllPM9Kc7cubxXamtNU45o4Qd+9Ww94Bqmpo/H2mBDo0PhHqIRURERCR8bKuHi4eCkuw44xx8Oj+FAw5puvLzTXes4aMPUhl7TmfemLeMlJTgnv/nn2H0iT34fEEqp55VwrEnlbGkKJHy0gScg98NWc8uOyfQq0M+v/0GS5fCsmUb///5NxXMejmL8rIERhxdxl3/WE1Hf5L9+vN5TJkCxx0H3bvDcafmcPbFK/nXjHR69q7luFPKePDOLJYtSWTWP9P56YdkUvHWnK6pgfUVXfjx+2R++DaFnXap5o9ne0vibd+3fimrTX9Bs7NheEEFO/RdzhnHd+PQIyq455HfqLNKUhPLac42+XUceWw5/3oxg4H7l7Njvy0vlSUiIiIiIm2lJFtCbGlRIitXJPl7TTeXnePjuvErufC03nz0fhqHDGv9MkzNee45GDMGEhKTmPTUKo48dvNEtKquGrM0EhO9RLl7d2+ueL2istX8tnYZRT93ZM/fVVN/YapXXh033ADXXgtvvgmTJ8PDd2cx86UOLF+SzOljSjj2xFLun5jN8CE9WbM6kU65daSlevOPk5PBEpPp3NXHhAdWc/RxZQFfYOi7cy1zv1y6oS1N9cA3du6l65n1z3ROK1wb2ElERERERKR1DBIsiMMygyTqkux4KnwWCZ/O98/HHtR89edDjigjPcPHW6+mByXJLis1zrrIq14+ZAjcOWUZedu2fYJxZpaPvfZp+iJBYiKMHOndXpq9gvNP70x1tVEwuoy+O9ey5z5V/O+HZB54fBV/OL58k7nPRWXL2tym1o5C2WOvaj77pYgOWeVAeIqZiYiIiIi0N5qTHYBoL3wWzZyDpx/NJLdzHbvs3vx869Q0x8GHVTD79Q7c6mvb+tn/mZdKTTUkJcNVF3Tm55+8XuYbboDlYargNWhIFf+au4jvv8jc0HM/dcZKnIPOXX0t7B16OZ18YS9mJiIiIiLSXliAc7LfnvUu77z+LkDTRaOCLOqSbGm7d97owMcfpHHzHWtaHAp9+JEVzHolgy8/S2l2aHlzfl2YxPHDu1NX572hu/es5Z134JBD/BuEcQnlzl3qNumNb1jsTURERERE4lsgPdmHjxzK4SOH8vwT04rD0CQl2fGiuhpu/Vsnduhbs6Gg15YMPaKCxETHW6+mb0iyly1NZOH/kujTGTIyID0dikkgM9u3SdL+yP2ZJCTAg0+sonhdAsMLyumfv02ofjSJUtG+FraIiIiIxD8NF5egcw5eeCqDe8f3pOjXZB6btpLk5Jb369TZx8DBVbz+SjqXX7uOFcsSGTqwF6UljQsHbEPHTB9XXreO08eUULw2geenduSYE8uaLGwmIiIiIiISLlrCS4LuzVfTufL8Luy5TwW33r2CQ48IvJDZH88q4aKzujL+hhy+/yYFnw8efWEl3dK7UV4O5eVQtGY1b7+ezg1X5fLUlEy6dq+jsiKBMRevD+FPJSIiIiIi0jL1ZAcgHquLf/heGikpjn33D+5k5YoK46ZrOrHTLtU8/+avdExrXRXrY04oZ/7HJUy6x5v/f+OENQw7soK8jI3bFJWVcnphKa9MT+e5JzL5z7xUhheU02/XmmD+KLIFGpYtIiIiIrK5QAufhVvUJdnxVl18yeJEzjqhKykp8OEXS4JWmKuiAu65PYfFi5J5/tUVAQ0Rb8q4CWv49ZckfD44fUzTc7nNvIT8mBPKqagwkpPdVrRcAhVIcl2/TVHZooD3ERERERGJF+rJjkNP/KMjK5cncegQGDAAevfe9PnbruuE8xllpXDXbdncctfaNp1nyeJEPvwM5s3zbp9/DrW12Rw1qoz9D65s81JRKSnw9CvesleBXATq0EEJdqi1Jrnemn3qE/NA9mm4rRJ5EREREYkeSrJjls8Hc+fCDgM2Pjbvw1Suu7wzAPf7H+veHXbfuys7715DgsG/Xszg0mvWsWZ1Ik8/mklNtfHFp6lkZvnYaXvIz9/0ltAZUlM3PfeTk3K4+erugFfxe9AguPJK6Lv3Cg46rIKm3litSYTMvJtT/hxRqYlpUZvA5mXkB5SUi4iIiIiEU/Sl2EqyAzZlCowZA5dfm82l1xRTUwPXjs0lb9taZn24jLKl27BgASxYAPPmJ/HeWx3w+Yxt8ms5b+x6KiuMmTPSeXlaBvsMqqKqynj3XVi61EvgN8qnW/datulTywmnlrLTLrXc/rduDB1ezsTb0tljD0jyR62orCISL4WEQCSSayXOIiIiIhLrzBqvjhR5SrIDdPrp8PHHcOctOcz7II2EBMcP36Xw2LSVdOrsY49tYb/9vG2Lypbh80FZqZGc4khLg/QMx9yvlpCa5jb0VOdl5FNTA0VFsGiRd/vqx3UULU7i6y+SufqiLiQmOnr2ruHeKb+xW+9tI/cCRLmmhjUHvs/CTe4Hsy31vdPBPkewtKY90dZ2ERERERH1ZAcgWquLp6bC449D7x3X8uwTHfH54OwL1nP4yKZ7kxMSIDNr0/HXWdmbj8dOTobttvNuAEVlxQA453j5hQymPpLJteOXk50TnLdPXkYf9V42kpfRZwvPbV5YrC1FxrZ0DhERERERaQsjGtPsqEuyo7m6uBmcf9l6zr9sfcjnL5vBqJPKGHVSOVV1VUDrlueKBlvb8xmtPafR2i4RERERkfbEqy3VcpL95mtv8dastwGyQ94oojDJlvYtHAlsW86hxFpEREREJDYdceQwjjhyGE8/9kxxOM4XsiTbzPoBJwMVwEHAOGAlcB3wE9AHuNw5VxqqNkjT2jJ/uS3HD7UtFe5qqg3hTpSVmIuIiIiIhFa7WSfbzBKBu4AC55zPzKYCtcBTwPXOuflmdhFwNV7SLdImbVkvWkRERERE4kO7SbKBgXgz0C8ys3RgNfA4cAjwH/82HwFTaJRkr1q1igEDNi5GXVhYSGFhYYiaGX+UZIqIiIiIiEROqJLsfGAwcLJzrtjMngY6AxXObSgZth7o1njHrl27smDBghA1S4Il1EPORUREREREWhJI4bNwC1WSvR74zjlXP7F8LvB7oIOZmT/RzsKboy0xTD3nIiIiIiIiG4Uqyf4E6Gxmic65Orye7a/xerMHAvOB/YHXQnT+dic1MS1ul8wSERERERHZnLWfOdnOuTVmdjVwj5mtAroCNwHPAteb2TBgW+CyUJy/vWlrcly/35Ly5od8a1i4iIiIiIhEI6N9FT7DOfcy8HKjhxcCZ4XqnBI66uUWEREREZFoE41zshMi3YDGiouLKSwsZObMmZFuStDkZeRHdZLaOz2f3unR2z4REREREZGmWStu4RGynuy2ys7OZvLkyZFuRkzIy+gT6SaIiIiIiIhETPT1Y0dhkh1rwtFDHYyiZiIiIiIiIvGn5TT79Vff4I3X3gTIDnlzUJIdEs0lxEqURUREREREgsUCmpM9smAEIwtG8ORjU4tb3DgIlGRHmcaJuKp6i4iIiIiIxA4l2a0U7gJh6v0WERERERHZXLQu4aXq4iIiIiIiIhKjVF28RaouLiIiIiIiIoGIvn7sKEyyRURERERERAIRSOGzcFOSLSIiIiIiIjHIonJOtpJsERERERERiVHRl2Sr8Fk7p/nvsUXxil2KXexS7GKXYhe7FLvYpxhKWJg3XDzQW5OHMDvMzB4ys3FmdkMTz6eZ2QNm9hcze8zMdmqpWVGXZNcXPisoKAho+3Al4+FM+sN5rnB+AMbraxiP8YrX1y+SF+9CGbt4fQ2j5WJrMGMXr69ftMSqsa2NXTy+htEaq8ZaG7t4jFW4zxVsdRKZiAAADTVJREFUW4phPL7fYzlW7ZmZpQOTgLHOuXFAfzMb2mizS4FfnXO3A3cDj7Z03KhLsltLv6SxI15fw3iMV7y+fvEYK4jf1zAe4xWvr188xgri8zVUrHSuaBCP7/d4jVW0q18nO9D/mjAYWOScq/Lf/wg4stE2RwLzAJxzXwF7mlnWFtvlnNuqHyzYzGwVsKgVu2QDxSFqTiTOE+5zdQF+C9O54vU1jMd4xevrF85zNRbK2MXraxjJeDUUzNjF6+sXLbFqbGtjF4+vYbTGqrHWxi4eYxXucwXblmIYj+/3WIhVvnOua6QbEUxm9gbee21LugD1P/cvzrndG+x/MnCic+4Y//0/Awc7505tsM33/m0+998v8m/zU3MnjLrCZ/EWeBEREREREQk+59zwrTzESiCzwf0s/2Ot3WYTMT9cXERERERERKQN5gH5Zpbqv78/8JqZ5TYYEv4a3rByzGwP4Avn3PotHTTqhouLiIiIiIiIhIOZHQ4cB6wCapxzN5rZBGCNc268mXUA7gCWATsCtznnftjiMZVki4gEl5mZ04eriIiISLuk4eLtgJntEOk2SGDMbO9It0HaxswGmtnZAEqwY4uZ7WpmLRVNkShkZjuaWUqk2yGtZ2b9GgzPlBik75cizYu6wmcSPGbWFRgBHGNm/wPec87NUi9bdDKz4cAsMxvtnHvZzJKcc7WRbpdsmZnlAsOAnYCvzSyrpXk6Eh3MrBdwODAccGY22zn3uD4jo5//oshRwH5AnZn9zzl3l2IX/cysO97v3VFAsZnNc849odjFDn2/FGmZerLjlJkNAm4GvgAuAtYBA/UBGH3MrP73sBp4Cy9uOOdqzazJBf0kqgwBSpxzNwELgVQzSwZv2HgkGyYtuhDvYvMpwGxgW31GxoyjgK7OuXOBycD1ZraXYhfdzKwfcC3wA3AOMBc4yH9RWbGLAfp+KRIYJdlxxsw6+/+5Aih1zn3hnFsCVAC1+gCMHv4eUJxzPn8y1h+4HCgys7/6e2o0hDUK1cfOzJLwerBrzew04FDgduCx+k0j00JpToPYZQO7ASv9n4vbAA44wP+8/j5GITNL8n9e5gKr/cnZF3i/c7f4t9HvXfQqAcqdc/OdcyVAHbBYo7ain75firSOvkTECTPb3cwuBW4zsxFAEXBNg02KgPlmllpfjl5fRCKjQaxuN7MjzCzX/8ep0jn3NTAdL3anOOdWRbSxsolGsRvu/2KYgHdV/yfn3ES82J1gZkOcc75Itlc2ahS7Ec65YuB1YJiZzQJ8wPfAHDM7uMHFL4kwM9vTzB40s0TnXP2XeQMOAzL8m10JDDKzgfqyHz0axg7AObcUGN9gk3XAV2aWYmaZ/n303TSK6PulSNvogywO+HtmTgNexhtuPAr4S6Mrw/2dc7Px5q9dDSrOFAlNxGo0cJ7/6QPM7HwgFXgHbwjdbvVfTiSymojd8WY2FrgXbzmH3QGcc78BdwLdI9RUaaSJ2B1nZlc55ybhjTxY4Jy7xTn3Al5vaH0s9RkZHUbi/e26osFjk4A9gBFm1sE5Vwc8BKRHoH3SvE1iZ2YJzrm1DZKwvfAudu2HP/nWxcnooe+XIm2nJDs+9AP2d84tcs7NAGYBu5vZYQBmlgH0MLMLgOvx1niTyGgqVnuZtz7fv/CGzT0EvIRXTGtv/5dHibzGsXsVb2jx9ni9aCea2QAzGwb0Bv4TuaZKI03Fbh8z2x8YDJxkZmn+Xpp8vItcEgXMrBPwLd483uPNLA/AOVcGTACOBk72F47cDvgmUm2VTTUVu4YjRPzTbbbDu9B8HbDE/7h6QaOHvl+KtJGS7BjVqHfzc6DczI7035+PN+xxV/+wq98DBcC2wB+dcw+EtbHtXAuxWgB8DewCvOKcm+n/o7UY2N4593R4WysNBfB79g0w1Dn3KN6c0KPxku5LnHNFYW2sbCLAz8j+/i+O/wYeBHbAi923YW2sbKJh7Jxza/EuinwMfIr3Rb7+uaeAe4BueHPqL9UUm8gKJHbOD9gbr7J/T+BU59xt9c+Hu93SLH2/FGkjJdkxxMz6m9mL5i0RVNdg3lIC8B7e1fxkfyGKKiDNP+zqN2C0c+5q59zyCDW/XWlFrIrwqoqnOueq/NuVO+fe15fFyGjl71kFkAXgnHsGuNE5N8k5ty4yrW/fWhm7SiDH/3whMNY594BiFxlNxa4+fv6hqSXAVLxetD3r9/MX0BrvnHvEn9RJmLU1dkApcKxz7jLn3IoINF38zGw7M8toMMqg/mKJvl+KtJGS7BhgZjlmNh64DW++7iDYZN5SNfARXuGeG/2PlQLl/u0WOOfmhrXR7VQQYuXTVfzI2IrYldQfQ0P7I2MrYrfev12l09rmEbGl2PmHFncws0z//bnAHOBVM7vY/EvlSWRsRewuMbMU59y3zrkFEfwR2j0z62hmJ+HNh78TOAM2+Vum75cibaQkO8r55wx+AiwHTgReBH5u8PwlwMN4VxOvA7qb2b3AGrwiMBImWxmrh8PeYNlAsYtdil3sCiB2F+P9Hdvef78P3rrmk4AHnXM14W2x1NvK2D3gnKsOb4ulMf9ogwuBbLzRPN8Anet7sf2FPfX9UqSNTJ1m0c3M0oExzrm7/ff/AlQ55+4ysxzgL8BDzrlF/ueTgBTnXHnEGt1OKVaxS7GLXYpd7GpD7HIAn0YdRJ5iF/v8I0FmAxOcc7PM7AqgK/AUXsG624CHnXML/dvrs1OkFZRkRxkz2w44HHi+/o+RmaU656r8/94P6OWce6nRfglOy16ElWIVuxS72KXYxS7FLnYpdrGvmRiOxStAlwl8BawELgb+5pyb7t9GMRRpAw0XjyJmlgJchbcO4R/qH6//I+a3A966khuWuTAz0wdgeClWsUuxi12KXexS7GKXYhf7thDDu4G/At865653XnXw+/GWoVQMRbaCkuzokgJ8CbwNDPZfdWy8ZuRMoKOZdawvkKVCWRGhWMUuxS52KXaxS7GLXYpd7Gsyhn57AmMBzOwAYF+8YmeKochWUJIdQWa2s5n91cwG+f8wlQKTgXeBZOAY2OxDbhe8NV0rwt7gdkyxil2KXexS7GKXYhe7FLvYF2gMAZxzrwGvmNljeOteX+2c+09EGi4SRzQnO8z8Q2+cmZ2Ht77uL8BBQIZz7owG210M7A7c7Zz7NiKNbecUq9il2MUuxS52KXaxS7GLfVsTQzNLA7KccyvD33KR+KSe7DDyD63q4L+bA7zhnJsGXA+MNrNhDTafjrc+4Z1mdoF/Po2EiWIVuxS72KXYxS7FLnYpdrFvK2OY6pyrVIItElxKssPEzAYDdwF3mNlueFcX8wGcc6uBG4A7GuySCHQHPgOmOq0pGTaKVexS7GKXYhe7FLvYpdjFviDEsAoRCToNFw8xM+sIjAN+BKYBU/A+2NYBFzrndvZvlwq8jDcX5isz6wKkOeeKItLwdkixil2KXexS7GKXYhe7FLvYpxiKRDf1ZIeeA5YAbzvn1gI3AoP8yyTUmtml/u06A98B3wA4537TB2DYKVaxS7GLXYpd7FLsYpdiF/sUQ5EolhTpBrQD5cCLzrnFDR6b5///dcBwM5sIrAf+65yrC3cDZQPFKnYpdrFLsYtdil3sUuxin2IoEsWUZIeYf4mLhh+A+UB9Rc4U4DagK/CLf+6MRIhiFbsUu9il2MUuxS52KXaxTzEUiW5KssOvJ7DGzJ4DqoC3nHOLItwmaZpiFbsUu9il2MUuxS52KXaxTzEUiSIqfBZGZtYD+Bj4CpjmnHsmwk2SZihWsUuxi12KXexS7GKXYhf7FEOR6KOe7PDyAY8Cd2jJhKinWMUuxS52KXaxS7GLXYpd7FMMRaKMerJFREREREREgkRLeImIiIiIiIgEiZJsERERERERkSBRki0iIiIiIiISJEqyRURERERERIJE1cVFREQaMLNBwAQgBXgL6OB/6nbn3Lot7Hepc+6eMDRRREREopiqi4uIiDRiZuOAjs65K/z3RwC3AoOcc7XN7LPQOdcnbI0UERGRqKSebBERkRY45143sxuA4WZ2HvAB0A941jn3tpmdAOT4k/PvnHPPm9lNeH9n64AS59yESLVfREREwkdJtoiISGAWAdsDd/sT61zgTeBt59w0M5vgnBsHYGZHAPs554b5779vZm855z6PVONFREQkPJRki4iIBCYfmAocbGaDgRqgazPb9gfSzewa//3FW9hWRERE4oiSbBERkRaY2TAgDdgR6OWcO8vMUoBzG2xWZ2aGl2B/AQx2zo33738o8FOYmy0iIiIRoCRbRESkATMbABwIpJjZtUA6kAwcCnQDjjOzicAaINvMRjvnZgCvAXcAOOcuN7NBZnY7UAJ0Aq7Z/GwiIiISb1RdXERERERERCRIEiLdABEREREREZF4oSRbREREREREJEiUZIuIiIiIiIgEiZJsERERERERkSBRki0iIiIiIiISJEqyRURERERERIJESbaIiIiIiIhIkCjJFhEREREREQmS/wcHMB2mdHSFCgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for asset in env.universe:\n",
    "    fig, ax = plt.subplots(figsize=(19.2, 4.8))\n",
    "    env._prices[asset].plot(ax=ax)\n",
    "    sc = ax.scatter(env._prices[asset].iloc[1:].index,\n",
    "                    env._prices[asset].iloc[1:].values,\n",
    "                    c=actions_df[asset].values,\n",
    "                    cmap=plt.cm.Greens,\n",
    "                    marker='|',\n",
    "                    s=1000,\n",
    "                    vmin=0,\n",
    "                    vmax=1)\n",
    "    ax.set(ylabel='Prices, $', title='%s: Prices and Agent Actions' % asset)\n",
    "    fig.colorbar(sc, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## `VARAgent`\n",
    "\n",
    "Model-based Vector-Autoregressive (**VAR**) agent, trained offline on a historic dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "class VARAgent(Agent):\n",
    "    \"\"\"Model-based VAR agent,\n",
    "    trained offline on a\n",
    "    historic dataset.\"\"\"\n",
    "\n",
    "    _id = 'VAR'\n",
    "\n",
    "    def __init__(self, df, max_order=15, policy='softmax'):\n",
    "        # initialize VAR model\n",
    "        self.model = VAR(df)\n",
    "        # fit model\n",
    "        self.model = self.model.fit(maxlags=max_order,\n",
    "                                    ic='aic')\n",
    "        # memory used to cache observations\n",
    "        self.memory = pd.DataFrame(columns=df.columns)\n",
    "        # policy\n",
    "        self.policy = 'softmax'\n",
    "    \n",
    "    def observe(self, observation, action, reward, done, next_observation):\n",
    "        self.memory.append([observation['returns'],\n",
    "                            next_observation['returns']])\n",
    "    \n",
    "\n",
    "    def act(self, observation):\n",
    "        _returns = observation['returns']\n",
    "        if len(self.memory) == 0:\n",
    "            # random sample\n",
    "            _values = np.random.uniform(0, 1, self.model.coefs.shape[-1])\n",
    "        else:\n",
    "            # forecast one step returns\n",
    "            _values = self.model.forecast(self.memory.dropna().values, 1)[0]\n",
    "        # softmax policy\n",
    "        if self.policy == 'softmax':\n",
    "            # to pandas.Series\n",
    "            _action = pd.Series(_values,\n",
    "                                index=_returns.index,\n",
    "                                name=_returns.name)\n",
    "            return softmax(_action)\n",
    "        # LONG best stock policy\n",
    "        elif self.policy == 'best':\n",
    "            # one-hot vector\n",
    "            _action = np.zeros_like(_values).ravel()\n",
    "            _action[np.argmax(_values)] = 1.0\n",
    "            # to pandas.Series\n",
    "            _action = pd.Series(_action,\n",
    "                                index=_returns.index,\n",
    "                                name=_returns.name)\n",
    "            return _action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/alpha/Developer/qtrader/.env/lib/python3.6/site-packages/statsmodels/tsa/base/tsa_model.py:225: ValueWarning: A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n",
      "  ' ignored when e.g. forecasting.', ValueWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "score: 0.14355179861855158\n"
     ]
    }
   ],
   "source": [
    "# fetch historic data\n",
    "data = clean(Finance.Returns(config['tickers'],\n",
    "                             config['training_start_date'],\n",
    "                             config['start_date'],\n",
    "                             freq=config['freq'],\n",
    "                             csv=config['csv_file_returns']))\n",
    "# initialize agent\n",
    "agent = VARAgent(data)\n",
    "# execute environment\n",
    "rewards, actions = agent.fit(env)\n",
    "# track record\n",
    "print(f\"score: {sum(rewards[0])}\")\n",
    "# pandas DataFrame actions\n",
    "actions_df = pd.DataFrame(actions[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for asset in env.universe:\n",
    "    fig, ax = plt.subplots(figsize=(19.2, 4.8))\n",
    "    env._prices[asset].plot(ax=ax)\n",
    "    sc = ax.scatter(env._prices[asset].iloc[1:].index,\n",
    "                    env._prices[asset].iloc[1:].values,\n",
    "                    c=actions_df[asset].values,\n",
    "                    cmap=plt.cm.Reds,\n",
    "                    marker='|',\n",
    "                    s=1000,\n",
    "                    vmin=0,\n",
    "                    vmax=1)\n",
    "    ax.set(ylabel='Prices, $', title='%s: Prices and Agent Actions' % asset)\n",
    "    fig.colorbar(sc, ax=ax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## `RNNAgent`\n",
    "\n",
    "Model-based Recurrent Neural Network (**RNN**) agent,\n",
    "trained offline on a historic dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "class RNNAgent(Agent):\n",
    "    \"\"\"Model-based RNN agent,\n",
    "    trained offline on a\n",
    "    historic dataset.\"\"\"\n",
    "\n",
    "    _id = 'RNN-GRU'\n",
    "\n",
    "    def __init__(self, df, hidden_units=64, policy='softmax',\n",
    "                 batch_size=32, epochs=50):\n",
    "        # get dimensions\n",
    "        observation_size = action_size = len(df.columns)\n",
    "        # initialize model\n",
    "        self.model = self.build_model(observation_size,\n",
    "                                      action_size,\n",
    "                                      hidden_units)\n",
    "        # prepare data\n",
    "        X, y = self.Xy(df, window=1)\n",
    "        # fit model\n",
    "        self.model.fit(X, y,\n",
    "                       batch_size=batch_size,\n",
    "                       epochs=epochs,\n",
    "                       verbose=0)\n",
    "        # memory used to cache observations\n",
    "        self.memory = pd.DataFrame(columns=df.columns)\n",
    "        # polict\n",
    "        self.policy = policy\n",
    "    \n",
    "    def build_model(self,\n",
    "                    observation_size,\n",
    "                    action_size,\n",
    "                    hidden_units):\n",
    "        # input node\n",
    "        X = tf.keras.layers.Input(\n",
    "            shape=(1, observation_size),\n",
    "            name='X'\n",
    "        )\n",
    "        # recurrent layer\n",
    "        rnn = tf.keras.layers.GRU(\n",
    "            hidden_units,\n",
    "            activation='relu',\n",
    "            name='rnn'\n",
    "        )(X)\n",
    "        # fully-connected layer\n",
    "        y = tf.keras.layers.Dense(\n",
    "            action_size,\n",
    "            name='y'\n",
    "        )(rnn)\n",
    "        # model\n",
    "        model = tf.keras.models.Model(X, y)\n",
    "        # compilation\n",
    "        model.compile(optimizer='rmsprop',\n",
    "                      loss='mse')\n",
    "        # print summary\n",
    "        model.summary()\n",
    "        return model\n",
    "\n",
    "    def Xy(self, df, window):\n",
    "        # rolling data\n",
    "        tmp = rolling2d(clean(df), window + 1)\n",
    "        # feature matrix\n",
    "        X = tmp[:, :-1, :]\n",
    "        # target matrix\n",
    "        y = tmp[:, -1, :]\n",
    "        return X, y   \n",
    "\n",
    "    def act(self, observation):\n",
    "        # fetch historic returns\n",
    "        _returns = observation['returns']\n",
    "        # sth went wrong\n",
    "        if np.isnan(np.sum(_returns)):\n",
    "            # random sample\n",
    "            _values = np.random.uniform(0, 1, self.model.input.shape.as_list()[-1])\n",
    "        # normal case\n",
    "        else:\n",
    "            # forecast one step ahead\n",
    "            _values = self.model.predict(_returns.values.reshape(1, 1, -1))[0]\n",
    "        # std went wrong\n",
    "        if np.isnan(np.sum(_values)):\n",
    "            # random sample\n",
    "            _values = np.random.uniform(0, 1, self.model.input.shape.as_list()[-1])\n",
    "        # softmax policy\n",
    "        if self.policy == 'softmax':\n",
    "            # to pandas.Series\n",
    "            _action = pd.Series(_values,\n",
    "                                index=_returns.index,\n",
    "                                name=_returns.name)\n",
    "            return softmax(_action)\n",
    "        # LONG best stock policy\n",
    "        elif self.policy == 'best':\n",
    "            # one-hot vector\n",
    "            _action = np.zeros_like(_values).ravel()\n",
    "            _action[np.argmax(_values)] = 1.0\n",
    "            # to pandas.Series\n",
    "            _action = pd.Series(_action,\n",
    "                                index=_returns.index,\n",
    "                                name=_returns.name)\n",
    "            return _action"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "X (InputLayer)               (None, 1, 6)              0         \n",
      "_________________________________________________________________\n",
      "rnn (GRU)                    (None, 64)                13632     \n",
      "_________________________________________________________________\n",
      "y (Dense)                    (None, 6)                 390       \n",
      "=================================================================\n",
      "Total params: 14,022\n",
      "Trainable params: 14,022\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "score: 0.15271947583578183\n"
     ]
    }
   ],
   "source": [
    "# fetch historic data\n",
    "data = clean(Finance.Returns(config['tickers'],\n",
    "                             config['training_start_date'],\n",
    "                             config['start_date'],\n",
    "                             freq=config['freq'],\n",
    "                             csv=config['csv_file_returns']))\n",
    "# initialize agent\n",
    "agent = RNNAgent(data)\n",
    "# execute environment\n",
    "rewards, actions = agent.fit(env)\n",
    "# track record\n",
    "print(f\"score: {sum(rewards[0])}\")\n",
    "# pandas DataFrame actions\n",
    "actions_df = pd.DataFrame(actions[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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tnXbt1eqdLoYScBERERERkUZv3hyjT19X8p1OFj4yTFYVYRMREREREcl0c+cYvfvG0h1GE2eYJfZIpaxKwDUNmYiIiIiIZLLCQli80OjTz9MdSpOXiQl4VnVBj09DJiIiIiIikokWzDfcgy7okl41JdfFiz6lePGnAG1TEhBZ1gIuIiIiIiKSyWZOD1KsPv3UBT3damr5zu0xnBa7nQGwJlUxZVULuIiIiIiISKaYv3IjAL06lE4x9t9JEdp3cAbvqBbwtMrQImxKwEVERERERBrAxo3w+itRjvxpCTnKtNLKSP347kTo10JERERERKQBvPQS/LDBOOzIknSHImTmPOBZNQZcVdBFRERERCRTPfEEtGvv7L5XjF4dWpTrmi6pF4lEEnqkUla1gKsKuoiIiIiIZKKNG2HiRDj8KHU/zwgaAy4iIiIiIpL94sXXynr5ZVi/Hg5V9/OMkYld0JWAi4iIiIiI1NMTT0D79rDH3pp+LBM0qSJsZtYPuB6YAvQAVrr7H8wsD/gtsB4YEi6/0swiwA3AOqA3cJ+7f5CM2ERERERERBpSYSFMmADHHw+5uemORuLqk4Cb2QHAMcAywN392grr+wA3Ax8DOwMPu/uEmo6brBbw9sCj7v5cGNx0M5sEHAq85e5vh8uHhdsfD+S7+2Vm1h74wMwGubv6b4iIiIiISEZ7+WVYtw6OO27rdSrElkZ1zL/NrCVwNzDE3TeZ2VNmNtrdXyuz2SXAu+5+q5ntAjwOpCcBd/ePKyyKABuAk4BvzWw40AG4M1x/GPByuO8qMyskaCGfmoz4REREREREGsqTT0K7drD//rB4bbqjEQCsXi3gewDz3X1T+Px/BDlr2QR8KdAp/L4T8EkiB076GHAzOxr4r7vPNLPeBM33t4VN+o8DI4HOBN3P49aGy8pZvnw5I0aM2PK8oKCAgoKC5AUvIiIiIiJSjU2b4Lnn4Kc/VffzTFNdAv7DzFfYOPPV+NOOFVYnkp/eAjxjZrcAuwHXJRJTUhNwMxsFjAIuDBetBT4Mv38X2MfMogT96tuU2TU/XFZOp06dmDx5cvICFhERERERqYV334ywdm3l3c8lvapLwFsNOohWgw4C4Lt/HLuiwupE8tN/Afe6+yNm1gmYbWZ93X1VdTElbdZxMzsM+AlwAdDVzPYgaLLvG27SC/gmHOc9iaCZn3AMeHNgWrJiExERERERaQiTJkTZZhsYPTrdkUhZ8SroiTwq8T7Qy8yahc/3AiaZWXszyw+X9QSWhN+vBmIkkF8nqwr6rsBjwGTgDaAVcBdwMXCtme0MDAJODnd5HNjFzK4GtgNOVQE2ERERERHJZJs3wysvRjnmaMjLS3c0spU6DgF39x/M7NfAHWa2HJjq7q+Z2V+AVcCNwEXAhWa2J9AHuMLdK7akbyVZRdg+AVpXsfqXlWwfAy5NRiwiIiIiIiLJ8L+3Iqxba+p+nokMIpG6d/h291eAVyosu6TM9+8SDKuulaQXYRMREREREWmMJk2I0ibfOfDA0qZWTTuWOeozD3iyJG0MeDKsWbOGgoICJk6cmO5QRERERESkCVu3Dl6YEOWQMSXqfp6pLMFHCmVVC3jbtm0ZP358usMQEREREZEm7pnHo/ywwRj782KyLK1qMjKxBVy/KSIiIiIiIrXgDg/en8OOO8XYabinOxypRDUVztMqq7qgi4iIiIiIpFMsBm+8EuGrmRFO/kVxusORatRjGrKkUQu4iIiIiIhIJVavhi++gKlTS79++SWsX9+Mdu2dMUdr5uRMlokt4ErARURERESkSdu8GWbNKk2y4wn3woWl27RvD8OGwemnw7Z9NrP3yBgtW6UvZklADfn3D3M+5Ic5HwG0TUU4oARcRERERESaCHdYvLh8i/YXX8CMGVBUFGyTmwuDB8PIkUHCveOOwddu3SDeoDp/pVq+s0FNLeCt+u1Oq367s/7L/65JUUjZlYDHpyEbM2YMY8aMSXc4koXmr9wIaH5GERERkcZu/XqYNm3rZHvVqtJtevYMEuxDDy1NtgcMCJJwyXKmLuj1pmnIpC6UdIuIiIg0XiUlMGdO+a7jU6cGyzwsUN66dZBcH3tskGgPGwZDh0K7dumNXZLHKO2xkEmyKgEXEREREZGma8WKrcdpf/klbAzaW4hEYPvtYfhw+PnPS5PtXr2CddKUGJFI5mXgSsBFUCu5iIiISCbZtCkYl10x2V6ypHSbTp2C5Pqss0rHaQ8eDC10OSchdUEXEREREREJucOCBeW7jk+dGlQkLwnrnDVrBkOGwEEHlbZo77gjdOmS3tglw5m6oIuIiIiISBO1dm3QXbxiUbQ1ZepP9+4dJNhHH12abPfvDznKWqSWDNQFXaSu4l3E42rbVbywKLbVMURERESk4RUXw+zZ5ZPsqVNh3rzSbfLzg+R67NjS7uNDhwbLRRqKWsDrSdOQSbJpLLiIiIhI4pYu3bpFe9q0YAw3QDQaTOu1++5QUFCabPfsmZnJkTQuGgNeT5qGTOKUKIuIiIikzsaNMH361sn2smWl23TrFiTY551XOk570KBgDLdIymkMuEh2qNhdXUm+iIiINBWxGMyfv/Wc2rNnB+sgqDI+dCgcfnj5omgdO6Y39nTQdWLmCuYBz7wMXAm4pI1asUVERKSh6Lqi9r7/futpvr74AtavL92mX78gwf7Zz0qT7b59g67lIpnNakzA1856n7Wz3wdom5KQUAIuGUQnThEREZGGV1QUTOtVMdlesKB0m3btguT6F78oHac9ZAi0bp2+uEXqq6YG8LYD96DtwD1YNeWFNdVv2XCUgIuIiIiINALusGTJ1nNqz5gRJOEAubkwcCDsu29p1/Fhw2DbbTNzvKxIfagLej2pCrqIiIiICGzYEFQbr5hsr1pVuk2PHkGCfcghpcn2gAGQl5e+uBsL9djMfGaaB7zeVAW9cag4H3dDz8+truwiIiI6HzYWJSUwZ87Wc2p/803Q4g3QqlWQXP/0p6XjtIcOhfbt0xu7SLplYAN4diXgInVRuBE8LBTy1UzjvnE5XPIbGD48sf11ASMiIiKpsHLl1tN8ffkl/PBDsN4Mtt8edt4ZTjmlNNnu3RsikbSGLpKR1AVdJIXmr9zI+nWw+47Nufy6zYw9JcZ943J47KEcHnsIjjsOrrsu6IpV1+ND+cRcybqIiIjUZNMmmDlz62R78eLSbTp2DJLrgoLScdqDB0PLlumLWyTbZGD+nZwE3Mz6AdcDU4AewEp3/4OZXQOMLLPpH939lXCfi4F8oB3wsrtPSEZs0rR8O99Yv954+pEcThy7mddeiXLAT0rYY7cot9wCTz8Np50GZ5xvbNvda338+JzhSrhFRBqH+Ss3UlgUo3luRP+3S725w8KFW8+pPWsWFBcH2+TlBYn1AQeUL4rWpUtmJg8iWcOaVgt4e+BRd38OwMymm9kkAHcfWXFjM/sxMMrdDzWzHGCGmb3l7ikrBy+N06IFwR/dJx9FefmFCCuWGWOOLuH8M6Ocey7ccAOMGwf/ebAZt/59M4cdGUtzxCIiIpKN1q0LuotXTLbXlLma7dUrSLCPPLI02d5++6AyuYg0LCMzb2IlJQF3948rLIoAGwDM7EpgExAF7nT3H4DDgffDfYvNbAawH6BWcKmXRQtL/+quujSPaNQZeUAJAJ07w223wUUXwWFjnD9elcsBB28KfltFREREKlFcDF9/vfWc2nPnlm7Tpk2QYJ94YvmiaG3bpi9ukabHmlQL+BZmdjTwX3efaWZPAPPcfYOZnQ3cCZwBdAZmlNltbbisnOXLlzNixIgtzwsKCigoKEhq/JLdFi80mjV3eveNMWt6lD32LqHtNuW36dULLru6iFOObcYTD0c59uTat4I3dCV3ERERSb9ly7ae5mv6dCgsDNZHo7DDDrDbbnDGGaXJ9nbbZWbLm0hTk4l/h0lNwM1sFDAKuBDA3aeVWf06cHH4/TKgTZl1+eGycjp16sTkyZOTE6xkrJUr4fLf5PLxBxFatYbDjijhV+cUY1Zz0bNFC43u3Z1Djihh1vQoo39SUul2e+8XY9fdSvj7bTkccVwRzdUVTEREkqy6c5iKeqZWYWGQWFdMtpeVuRrt2jXoMn7OOaXjtAcNgubN0xe3iFSvSbWAm9lhwD7ABUA3M+sFHOPu8aR7e+Cb8PtJwFXhfrnAIODtZMUm2cEdHngAfvc7+P77KPvtH2PFCuOGa3JZuRIuu6q4xrtaixZG2LaHc8wJxcz8MsqRP608ATeDCy8p5pRjm3H7X3L5/R8q305ERESylzvMm7f1nNpffQWxsANc8+ZBd/HDDisdp73jjsHQNRHJIlZzC/iq6f9j1fT3AFI2QCRZVdB3BR4DJgNvAK2Au4BiM7udoHV7R+BsAHf/wMzeMLMbCKqg/9bdv09GbJIdZs6Es86Ct96CPfeEq27cxMDBTiwGV12ayz135tK3n/Ozk6tPlBctMPY/MEbnLs7d/9pc7bb7jIwx9rRi7vt7HgMHbea4E5WEi4hI9ik7LKopz9bx/fdBgl022f7ii6BYWlzfvkFyfdxxpcl2//5B13IRyW5BEbbqM/AOQ/amw5C9WfrhxJQV/05WEbZPgNa13OemZMQimaXs9C6VKdwIv/89/PnP0Lo1jB8fjKlasDqYIiwSgev+UsR/J0WZ/FGk2gR80yZYvszYtkfi04td86ci5s4xLj4vjz9d4wwfEWP8fzYTUWE2ERGRjPbmaxE+ej/C/NlBov3tt6XrttkmSLBPPbV0nPaQIUGxNBFpvJpUF3SRmjzxSJTX/hvlrvs2E43Ce29HuPy3ucyfC6ecAjffXHl3LzPo0zfG3G+q/4NasihY371n4gl4bi7ccW8hTz2Ux8cfRnj1pShffGbsNLz2c4SLiIhIarz6Kpz2s2bk5DgDB8Lee5eO0x42DLp3z8xiTCKSXJFI5v3hZ1UCvmbNGgoKChgzZgxjxoxJdzj11pQLrKxbBzdcncvqVcak56LsPDzGaSfm0aOH8/rrMGpU9fv36ee89nL1/cPiU5Bt2712yXPrNnDmecUcdxKMGNScV16KstPw4lodQ0REJJM1tmuQ226Djp2cdz4pZGDPxvGeRKSeEhgDng5ZlYC3bduW8ePHpzsMaQD335PD6lVGl67O7Tfl0LuPk5MDDz+7iR8PrfnE2bufs2K5sW5d1d3H4gl4j1q0gJfVvgOM+HGMV16M8rsrlICLiIhkotmzYdIkuODiYlq0THc0IpIpLEPnAdfIVkm571fDP+7K4aBDS7jqj5v5ZnaE116Ocv5vi+naLbFj9OkblCqdV0039EULDDOn67Z17z5+0CExZs2I8O28zPvjFRGR1Jq/cmO5AmeSGf72t2AI2djTdLNcRMozS+yRSkrAk0Qn6aq9NDGHdeuM839XxCFjYgwdFqP/DjFOPyvxE2fvvkFSPXdO+V/hWAyu/F0u5xfkMn+u0bkL5OXVPdYDDwmKvL38ov5UREQkMH/lRmZ9tyGh83wqrwfKvtamTcHN7sJGfimydi3cfz/87GfQuUu6oxGRTBMxS+iRSlnVBb2xa2zjsaoya3qENvnOkB0dM3hswiagdolyr95BAj5vTvk/mGuugYf+Ffxamzm7jIjVK9ZefZwdBsa4/S+5vP1KMF1J/JHfxdh+SPntZ8+ysGJ60/hZiohI4hI5zzdUsv7GqxH+eHUu23Qo4bgTGm8h0fvvD+rKXHBBuiMRkUyUgT3QlYBL6n01I8KAQbEtfxCtajVhXaBFS+i2baxcAv7QQ3DddXD82GJ6buf89U+5tS7AVplrbijiyUejLFucw8svw+LF8TXNOfzoYm66vYgWLYPW99NOyKPnds6jz1U/57iIiEgiqkrIa7rB+/mUoOfWp59EOe6Extk1u6QE7rwT9twTRoyA+SvTHZGIZJKge3ndM3AzOwA4BlgGuLtfW2G9AeeFT3sD27j76TUdVwl4BmhKXdXdYfasCIcfVfX83Ynq3deZ801wgfHee3D66bDffnD9TUXk5kKbfGfYLjF6dWhRr94Fe+4bY899Y/TqEPy5bNwI8+fD+H8VcdtfcpjzdYQnn9/EJx9HWLQgQklx421pEBFpbMqeH1asgCMObEYqiZJZAAAgAElEQVTMnYGDnX/fCy2ztKhXPAH/bHLjHUL1wgvwzTdwww3pjkREMlVdZyEzs5bA3cAQd99kZk+Z2Wh3f63MZicD37v7A+E+wxKKqW4hpUd8GrKJEyemOxSpo++WwNo1xsDB9esaDsFUZPPmGAu+NY46CrbbDp56KujKbgan/aqE4SMaPhlu0QIGDgyqrd51/yamfxHhrttyeOzBYFq0pd8FY+9ERCS7fPopTP0suDR68pEcxo1Lc0B1FIvB1E8jRKPOrOkRftiQ7oiS4447gvm9jz463ZGISKYys4QeldgDmO/u8av6/wGHVdhmLNDezM43sxuA9YnElFUt4Jk+DdlX3wVnuB26tkpzJJlr5vTgwmbAoPonxn36Ot+vNk49No+iInj+eejQAdansAva/j8p4Zjji/nHXcGfUucuzrKlxqIFRt/+agkXEckmS5YEX/86bhPXX9mMG2+MUlBQ9XSXmaJiT7o5Xxvr1xuHHlHCCxOiTP0swqDtEj9ONtQvmTYNXn01aP3OzU13NCKSqarrgf7tO8/w7TvPxp92rLC6M7CuzPO14bKyegH57v4HM9sBeMnMBrl7tV19s6oFvDFo6tXRv5oRT8Dr3wLeO5yK7Nv5xpNPwoABdT9Wrw4t6nzBcdlVReTlwebNxnm/LQJgwbdb/7U39Z+9iEgmqez/5HgC3rGz89vLi1ixIhhjnG0+C7ufn/arYOz3lEbYDf2OO6B5cygoSHckIpKpjHAu8Cr+9drnGPa54gH2ueIBgBUVdl8GlL39mh8uK2st8CGAu38VbtOzprga3//IWWL+yo0UFtU/Cc1UVSWbs2YYnbvG2KZd/V9j6E4xWrVyrr+piNGj63+8uurcFf7wlyLGnla8ZdqyBfMzsOSiiIhUaf7KjXw1t5hWrZxWrWDn4c6YMXDTTfD998l5zf+9HWHuN5WfL559Isp1/1e3pt3Pp0Ro3drZdbcYvfrG+LSRJeCrVsF//gMnnxz0fBMRqZQZ0Uhij0q8D/Qys2bh872ASWbW3szyw2WvAX2Dl7J8IAp8V1NYNf6PbGa5ZtYu/L6HmY01szrUrRaBWTMi7DCwYW48dNsWps4p5MRT61/Qrb6OOb6EP95cFMw73syVgIuIZKFlS4OhRHF/+EOQfN9yS8O+Tvwm9bm/zOOMk/IoLNx6m4cfiPLAfVE212FSjc+nRNhx5xjRKOy8awmfTo5Q3IgKof/jH0FB1PPPT3ckIpLpgkroNT8qcvcfgF8Dd5jZ9cDUsADbZcDZ4WZ/BnY2syuAW4Gfu3sl/6OXl8gt0cuA88wsArwOnAjck8B+IuUUF8Psr4ztB9Z+bHS8i3jFruLRaO32T2S75rl1bymIRKBHD2fBt42rtUFEpClYvszo1Ln0HLXzznDssXDbbbCiYufEUF2HF61fB6tXGXO+iXD99eXXlZTAtKkRioqMOV/X7oZu4UaYMc0Ytktws3ufUSWsWG7stFNQK8UrnIKzbXhUcTHcdReMGgU77pjuaEQkkxkQMUvoURl3f8Xdz3T3/4tPQebul7j7jeH3a8L1N7j7Ge7+QiJxVZslmNl+wHbAW8CvgB+Am4B1ZravmSVQ0kOakupO5DNmwOZNxg4NMP47k/XsrRZwEZFstHyp0alL+Qz12mth/fqgK3pDWrI4OE906er8+c/wxRel6+Z+Y2zYEKyfNb12N3TffStI3PfcJzjXHnZUCXf/exNFRTBmDOy/P0ye3DDvIZmqup549llYsAAuuCANQYlI1qlrC3gyJfK/eg7gwJHAhHBZjU3ryZAt05DVZnz3t/OaTqJ2112Ql+fstV/9u4zXp2hasvXczistwiYiIplt+TKjU5fyywYPhpNOCoqxLVvacK+1aGFwnrjuL5vZZhv41a+Clm8onQoNYMb02p1PXnkxSps2zh57B9chZnDwYTGmTQvOw9OmwY9+BOcX5LKyilb9THb77dCnDxx+eLojEZFsUI9pyJKm2gTc3d8iGFx+F7ALcDNQBHRy97fd/dvkh1gqPg3ZmDFjUvmySfPhexH2HdGcTz7K7O7KDdE9bckSuP9+OPbEknLj6zJRVd3dE9Vzu2B6tLVrkxCciIgkxcYfYN06q/QcdfXVsHkzjLuj4ea7Whwm4EN3cm67DT78EP7+92Dd1M8itGzl7DAwVqsW8JISeO3lKPuNLiEvr/y63Fw4+2z4+mu48kp4YUKUv92aXfN3TZkC774L551X+RC0TL45LyKpl2jrd8a1gLv7g8BxwI7uvhZYBVyT5LiahKlTgrPHyy9kdgLeEG69NRi3dea5pVVgKp4oG8uJs2evoNVB3dBFRLLH8mXB/9llx4DHbb89/Pzn8ND9UZYsrnz/2t6sXrLYiEadzl2ck06Cn/wErrgCFi8yvvjMGLpjjMFDY8ysRQv4Z59EWLHcOPCQqnvh5efD9dfD4KHO17Oy6zx1++3QqhWcfnq6IxGRbFGfMeBJiymRjdx9pruvKPP97OSGlf3Wr4eXJkW2KnZSVnxO7DdeTbCSWJZavRrGjYPjj4defTK79bshbNcreI/qhi4ikj2WLQ3+z66ql9bvfx8UMDvywObccHUOs2rZNbyiRQuNLl2dnJyg9WXcOIjF4Mrf5jLtiwg77uwMHOwsWRxhTYLToL38QoTcXGfUgTUP9erbP8acKqZAaygNWeBt6VJ49FE47TRo27ZBDikiTYAl+Eilxt/0miYTn8rhrJ8347rrqt5mdnjn+auZERYuaLzJ2t//HtyQuOyydEeSGj3DBHzhfP15iYhki+XLgq9VJeC9e8O/H9vMsF1i/POeHI4c3ZIjD2pWbXK8YgX8cmxepT2iFi80tu1R+lp9+gTTnr3xapTCjcawnWMMGBy0ZM9MoBu6O7z8QpTd94qRn1/j5vTp5yxeaBQ2UAH06pLthkjE77knGAZw3nn1OoyINDFZNwZc6u7rr4KP9uqr4cknt15fVATfzI5wwMHBXeo3Xokwa4Zl/HjwshI5of7wQzB9y6GHwk47Bcua50YaZdfzuLbbQLdtYzx4f5SlDViwR0REkifeAl5ZF/S4PfeNce+Dm/loWiEXXb6Zz6dEeOv1qnuxjRsHr/43yofvB+f2ud8Yzz0ZbL94kbFt9/KvdcEFsONOQdK9484xBg2JJ+A1XxxOm2rMnRPh0CMSK3Tap5/jbsybW7cLz1ROX7Z5c/BZHnIIDBiQkpcUkUYgmIas+sfiz97i4/uvA0hZ35rsyfbIniroAHO/jjBwSIw994RTTw0Kh5Q1b45RtNk49IgStusd495xOYw5oBm/ODFvSxXUhpask2V1x73vvqAF4PLLG/xlq5QJCf3f7iti6VLj4INhzZq0hiIi0uRVd576fjX8sCEYAx6NOu071Hy89h3g9F8X0byF8/mUyi+lioqCpBFg5fIgyf33fTlc+Oug+vh3i8u3gAPk5MAd4zdz8f8V0aef06UrbNPOefTBHK69Mpc/XZvDHTfn8M3srZPmCU9HyclxDj689CKiV4cWNM+tPL6+/YPkfm6Su6E3hMcfh+++09RjIlJLCbR89xw+kt3PuAogZVfsdUrAzexxM9uroYOpSTZVQZ/ztTF4SIynn4ZOneCII4JK4HGzwvHfAwbF2P/AGPPnRmjfHtauMT79NE1BN7CiIrj5ZthrL9h773RHU3dVJfSVXdjEt931RzHu+fdmpk0L5l394YdURSsiIon6YQMcOrIZF52dx7KlRsdOEEnwyig3F4YOi/H5p5UnsE89VXrej0/3tXwpuBvPPRVl8+atW8AhaJk+58LiLZV5j/xpCcu+M558OMr943O45cZcDtyrGWPHwowZwT6xGEx8Jsq+o2K0a59Y/H36Bq895+vMbotxD4qvDRwIBx2U7mhEJNtEIpbQI6Ux1XG/R4HzzaxXQwbTWGxYD98tjtBve6dLF5gwAb7/Ho46ii1jrWbNCO6099veOfvCIv5482ae+W8wvfprr6Ux+AY04eko336b2tbvstLdEr7vqBgPPhhMmXL88cENCRERyRx335nD4kURXn4hwqeTI7WeJnOnXZwvPo9U+v/7nXdCv36wbfcYK8IW8OVhN/fHHswBqDQBr+jaG4v4ZGYhX8wt5KtFhUyesZFfnVPMc8/BkCFwwgnw+ENRliyOcMQxiXeha9UaunT1pBdiq68PPoDJk+H881M/VZCIZLdEuqDHH6lUpwTc3Z8GTnT3+Q0cT9Zyh3G35TJ7lm3pztVv+6B71047wYMPwkcfwSUX5OIeFFTp1cdp3hw6d4Gxp5XQbVvYYWCsUSTgsRiMuz2HYcOC8d+NVU1J/vHHw913w6RJ8Ltzc4lVPTOMiIik0KKFxj1/y2GvfUuIRGD2rAidOju9OrRgQNdWCd3A3XnXGJsKjVkzyl+9TZkC770H554LnTrDihVhAh5OdRbvBVexC3oiOnaCy68uZu5cuPTS4Pxy2UV5NG/hHHhI7caw9e0fK9cFfeECY9Jz1c/gkmq33x5UPT/llHRHIiLZKGuLsJnZH8xsdzP7mZktNrNL3b3KVMLM+pnZI2Z2sZndbmZXVVh/pZmtqLDsZDP7q5n9xczOrNvbSZ+PP4bb/pzHP/6Wyzezg4+13/alZ7CjjoIbboAJT+dw8fm5TJtq7DBo649wz31ivPsubNqUstCT4pWXInz9VYTLLtMd64KC4Gf/3FM5XPf73HSHIyIiwC03Bq3Qf769iIMODc7HtW0B33l4sF/FceB33hnMV/2LX0CHjs7yZcE49OXLjDb5pa/RvQ4JeFynTvCnP8G8eXD+74q48toiWrWu3TH69PMtXdA//hiOOqgZ55zRjAsvJCOS8CWLg0K2v/wltK7lexMRgeyehmyzu38AnAfsBNT032B74FF3v8ndLwBOMLNdAcxsZLh+CzPrAfwO+J27XwL80sy2T/xtpN9DDwVf33oth1kzjUjE2a53+bPXZZfBWecX8czjURYvirDDwMoS8BI2bgy6XGUrd/j7bbls1zvGccelO5rMcNllcOyJxdx/Tw6FhemORkSkaZszB559IsrJp5XQo6dz6hnFAHSqZQLeYzunfQfnszIJ+PLl8MgjQQHWtm2hY2dn5Qpj4w+wfr1x+JFBK3XLVk5+A9Tc7dABfnNZMaecXvsKrn37Od+vNp5+PMrIkdC8hfOzscXccQeceSZp77X1n3/m4B70JBARqS0ziJgl9EilhLugm9kAYJm7LweqLSnl7h+7+3MVXmeDmXUBfgbcWWGXnwCfuG+53/o+cEiisaVbcTE8+ii07xCeyB7LoWcvp1mz8tuZwWVXFfPS25s49Yxijji2eKtj/XivGJEIvP56ioJvIIVFsS0VZt9/J8LnUyKceW4xOTnJfd10j/NONA4z2GmX4Erm+2rmjBURkYZTVfXzm26CaBQKzgkGb+++V4zLry7imONrl8SaBa3gZVvA77036MUWTxo7dHRWrbAt3c93+VGM7XrH2La7p72HWLwS+m/OzmPAAHj6xU3ceFsRV14J//gHnHZacI2TDoUb4ZEHcjjyyGAOdhGRuogXtKzpkUqJJuA5wOvAbWZ2OLBroi9gZkcD/wW+Am4Arqhks87AujLP14bLylm+fDkjRozY8hg/fnyiYSTVq6/CsmVw2TWbyGvmfLfE6NO/6tvG2w9w/vDnInpst/Wd9rZtYddds7sQ27g7cujU2fnpCUmaTy1L5ecHXzUtmYhI+ixZAv/8Jxx7YgldugXLzODM84rp06/2/a533jXG7FnGd0uCZPXvf4fRo2Hw4GB9x05OcbHx9Vel84xfcU0R5/2muNqbt6m4wTxgsBONOvuMKuGtt4KaNGZw/fXB4z//gRNPDObhTpX4TZPnnoqyepVp6jERqZdMHAOeUPuku18DXFNm0fOJ7Gdmo4BRwIXAcKAIOBNoB7Qws8uAp4BlQP8yu+YDX1c8XqdOnZg8eXIiL51SDz0E22wDh4wpYdKzJbz1Ws6Wu8p1MXp0MH3X+vUNM+YpGXN/V+WLz4x33oxy2VVFNG+espfNCvltgws7tYCLiCRXdee9v/41SJTPOq9hmnaPOraEW/+cw4P35zB4aIyFC+Guu0rXd+wYfJ0xPWjz6NTZGTosdQOsq0viu/dw3vxoE926O23atGDVytJ1V14ZjGO/6CIoLIQnniCl5/X//DOHgUNi7LtvZk+TJiKZLd09jSqTaBG23mb2lJn928yON7M9E9jnMIKu5RcAXYFcdz/L3W8ExgEb3f1Gd59N0EK+q5XeftgDeLEubyjVYjH44gs47jjIawb7HxS0+vbtX/eT6+jRwcXBO+80VJTlVdUlryG8MDFKTo4z9hdp6rOWwdqoBVxEJK1WrgxmpjjxRLaq01JX2/V2Djg4xsP/zuEff8+ld2847LDS9R06Ba8zc1pwidO5c/KT79q0nvfs5VUOF7vwwuDzev55GDMGNmxowCCrUVwMM6YZ+x9YkpEXzyKSHYzExn9n6hjwK4E7gLnAs0C1pbXCgmuPAbsDbwDPAQPCdf2BcwlawP/PzFq5+0LgZuBWM/srcG+YmGe8SAQ+/RRuvTV4fsgRxRx2ZDH7jKp79+s994S8vMzphr5mDTzyQJR162redu43Ebbr7bRpU/n6TBmznQ5qARcRSa877giSyMsvb9jj/qKgmFUrjU8nRzjnnGB8eVzHeAI+PYKZ075jw752sp15Jvz730FtmkMOgbVrk/+aSxYbJSVGz0qG6omIJCzB8d+pvtGXaImsme7+lpn92N03m9l31W3s7p9QRaV0d/+asOJ5heUPAg8mGE9GMQu6abEO2m4Dd91XRGGRU1NR++a5EXp1aLFVa3TLlkESnimF2CY8FeX3l+Rxx01B1/gTT6z6F3XeHKNPX50wKxOfekYt4CIiqbd+XZCAH3UUDBkC81fWvE+i9tg7xsAhMebNMU4/vfwJskPH4P/+OV8b7TuQ9OKkiYrfDE+kR9ypp0KLFnDSSXDggfBikvsoLvw2+Ax79tL1hIjUT03ju+d9/AbzJr8J0ADzUiQm0dPAMDPbHWhuZkMpP15bkmD//eHqq4Puch06lJ4g09F6vHZN8IvbrRuMHQvjx8Pf/gZtupXfLhaDeXONvfZN87wlGSpehE0t4CIiqffQv3L4/nu4orJSsPVkBreN28zyZUb79uWnQGnfAcyckhKjU+fsPT8edxw0axZ83X9/+Odj0CFszY/F4KP3I3w734gWwerVwWPhd7nEYjBoiDPygBJ67ZPYay2IJ+BqAReRejAgWkMC3m+3/em32/5Mf+WJlDWRJdoF/c/ALcAlwN3AX5MWUTXWrFlDQUEBEydOTMfLp9To0cF82m+8ke5IYN06yMtzPvoI7rknGPO+885w7ZW55bqiLf0OCjcaffpl7wVGMrVsBdGoqwVcRCTFCjfCP8blcOCB8KMf1f041Q2jGjjY2Wfk1ue/aBTatQ++75SC8d/JdMQRMHEifPUV/OyIZnzyUYTf/x769IHjxzTjd+fmcdFFcN11QQX1yR9F+PiDCDf+IZcxo5vx8MOJvc7C+UYk4mzbI7s/LxFJv4gl9khpTIls5O7T3X1Pd2/t7nu7+8xkB1aZtm3bMn78eMaMGZOOl6+VePfyuvrRj4IK6JnQDX3DeqNV63DO1ILgxPurX8G/xkfZf/fmPPVYFHeY+3Xw61SXaVyaArOgEJtawEVEUuuJR6KsWGYN1vrdq0MLmucmXp073g092xNwgIMOCrqgL1lk/PTQZtxwAwwaBLffs5m3JxeyahUUha3g73yyifc+38RH0zYy/Ecxxo6FG28MGhiqs+Bbo9u2Tm5uat6TiDReWZuAm9nfzOwX4fdnmtnxyQ1LcnNh330brhBbSQkcuFcz/vPPaM0bV7B+HbRuU3q27NABxo2D517eRI+ezm/PyeP5Z6LMnRP89vbWGPAqW0na5LsScBGRFCoqgrvvzGHX3UrYb7+GO26iRUV7dWixJfGOF2RLllQVOt1vP3hs4iZ+f/1mvv0WXnoJjvxpCdv1dtq1K1+EDoL5xR94YjMnnBAUwDv77KDSeVUWfGt076lrCRGpn6DAWubNA57o7dvV7n4/gLvfAwxNXkhNV8UT5+jRQWvzwoX1P/asGcbsWRFee7kOCXjYAl7RsF2cp1/cRLdtY7w8KYd5c4xmzZ1u2+qkWZX8fBVhExFJpffeibBoQYRfnV2ctimt4i3gO/TJrTFBzpbZQoYOc844q4Tu3RPbvlkzeOghuPTSYGqzo4+uelqzBfMjKsAmIg0iE1vAEy3CVrFEpiZ5ToH99w++vv467BfOKVrXYmwffxDca/l8SgT32pXbX78O2rSp/EQYicDIA2I891SUTYUxevdxIon3ymty1AIuIpJaLz0fpWUrZ+QBldcnqU018Lrq0Cn42rVr7ffNhmQ8UZFI0AV9u+3gvPNg1KhgTHmXLqXbbNoES7/TFGQi0jDSdeO1OommSp3CbugXmtmdwDbJDKqpqepu97Bh0LFjw3RD/+j94Ee9epWxYP7Wv4nzV26s8uJj/brKW8DjRh9Uwg8bjHffjKj7eQ3y26oFXEQkVUpK4JUXo4w6oITmzdMXR6ew63ldEvDG6Oyz4Zln4MsvYY89gt5+cYsWaAoyEWkYBkTMEnqkUqIJ+G+BqQTTj02lwhzekhyRSHB3+PXXay5YUpl4Uu0OH38QZYeBwd3/Tz+pXRP1hvXQunXVAey5T4y8Zk4spgroNWmT76xcFUtqS4uIiAQ++SjCiuXGwYen99zUUQn4Vo44IpjpZf36IAn/3/+C5ZqCTEQaUiTBR6pjqpG7x9x9vLuf6+7/AA5MclyVyvRpyHbo2oodurZq0GPuv38wBnzuN3W/M/PtPGPZUmPsacU0b+F8PqV2v2br1hmtq2kBb9kKdt+rBIA+agGvVn5bWLc2A/vCiEjSVdfTSGpWl8/vpeej5OU5ow4oSVJUiTnkiBKu+8tmBg9OzvEbatx4qsef//jH8P77QXHX0aPhqafY0kuvZy/d0BeR+gsKsdX8SKVqx4Cb2V/c/RIzewOIZ1YGbAf0S3ZwFcWnIctmtR1rNnp08PW9dyL07V+3C4gPw+7ne+wdY+iwGJ9/Wrvfsg0byldBr8x+B5Tw9us5W6Yga0xj1hpKrw4t6NklmFe9JL3XgiIiWSvRWigb1sMLE6LsMzJG6zZbr0/leSo/H045vSQjxyKmW79+8N57QYv4ccdB/x1yyMtzuqi3gIjUk6Whe3kiairC9lL4dQpwR5nlZycnnKYj0RN///7Qowe8906Uk3+RWNZWMbn/+IMI27Rz+u/g7Dw8xn/uz6GoKLE4S0rghw3VjwEHOOZnxbRoZoz4se5YV2ebsHrC+nVA57SGIiLSaLnDJRfksmwp3HZ3YnVjdeM4feL1bsaOhWeeidCnb0wFXUWkQWRg/l19Au7ur4ffGtDW3aeGzy9NalSyhVnQCj5hYoRYjDqdkD6fEmH4iOBkttNw595xxqzpRv8E7i6vXx98bVNJ60FZLVrCST9Xs25N2rYNvq4t0w29rpXtRSQ76W++4VX8TP99b5RJz+Vw6VVF7L5Xcm8M16WKeib97DMllhYt4Ikn4DeXFtV4019EJBEG5NQwx9is919j1gdvALRNRUyQ+JjzwcAXyQxEqjZ6dFC9fMa02lUvByguhnlzjO3DAmwjflxCJOI89XhiM9CtXRt8bVVNETZJXLwFfK0qoYuINLj4OfGxh3IY/qMSzjpPs6Zmk2gUfnN5MWfq5yYiDaSmsd8D9xzNkb+5HiBlV+eJJuDvA1vaQM3swuSEI5WJzwf+3tvRWu+78Ftj82aj3/ZBAt1tWzj+pBIe/GeUOXNq3n/duuBrZePnKpPqAi7ZJt4CXp9CbCrkJE2Zfv+bnrr8zBcvNAYP9YzseiiJ0fWEiNSbQSTBRyolmoCfDnxnZnPNbC7w+yTGlPUa+qTRvTv07R/jvXdq3//8m9nBb1Q8AQe46NIiojlw5ZU17x9vAa9uGjJJXNkWcCUSIiIN74cNsOZ7o1t3nbdERJo6S/BfKiWa0T3i7i3dvY+79wEuSWZQVcn0aciSac99Ynz0fmRL8bREk7dvZgc/4n79S8fAdekGvzq7mEcfhY8/rn7/eAt4/x7N6hS3lBdPwNetU7OMSGOkG2vpt3hx8P9rdyXgIiJNmpGlLeBmdjDwZNll7n5f0iKqRnwasjFjxqTj5dNq31ElbNhgvPtm7VrBv5ltdOzkbNOu/PKCc4vp1AkuvjioFluVeAt4TUXYJDFbirBpDLiISLXqejNj8cLgSirVLeDqMi0iknkyMQGvaR7wO4BhQAcz+6O7P5qasKSikQfEaN/BefzhHEYduDnh/b752ujbf+sKsG3awNVXw7nnwgsvwNDdy6+PX/SsWxdcTOTn1z12KVWagKsFXKShqbq4ACxZFPz/uq1awFOqsr87/S2KSLpZBhYDqak5NeLuI4FdgD2SH45UJS8Pjj6uhFdfirByReL7fTM7Um78d1kFBbD99nDJJUG19MrMWxIk+5W1gOtuf+3l5kKLls66tfU/lrq6iohsbfEiw8zp0k0JuIhIU5atXdCXAbh7MbAyvtDMjk5mUFK548cWU1RkPPtkYtXQV60Mpi/rt33lc6Dm5sKNN8L06fDkI5Ufc8P64Deyui7ovTq0oHluHSYob6Ly88vPA54IJdsipQqLYvp7kCotXmR06hzcuJbk0U14Ecl4NUxBVvaRSjVNBv0TM2sdfr9nme93B55JXlhSmQGDnJ2Gx3ji4RzOOKukxu3nfB0WYAtbwOMnyrIXrkcfDXvsAbfcmMsRx5RAh/LHWLcO8vKcZs0yr/tGtmqT7/WahixR6o4rItlq/sqNFBbF6nRzd8mirSug6/9BEZGmKVKP7NrMDgCOIWiUdne/tortxgIPAm3cfX2NMdWwfjOwIT0o4dYAACAASURBVHy8Uub7osRDbzhNuQp63CGHlzBzeoTVq2reNj4FWf8quqBDcMfn5pth2VLj3nE5W7W0blhvCc8BLonJb+tJLcJW29Zyta5Lqul3TpJp8SLT+G8REalXF3QzawncDVzk7tcAw8xsdCXbDQIG1yaumlrAL3H3rSaqMrNda/MiDSVeBb0p23HnoDv5tC8i7L1f5V3L476aGaFZc2fbHtVfiOy5J+wzsoTnnopy/u/KDwZfvw5atXZI8fx4jVmbfFi9cuvPM5EW67q2Cqk1XCQzuKe+q1smqsv/ScXFweeXm1v1Nu5BAj7qgOrPjyIi0jTU45y7BzDf3TeFz/8HHAa8Vnpsa0kwPfeZwBWJHrjaBLyy5Dtc/kmiLyANa8iOwUXFl59Xn4Cv+R6efDTKnnvHiCYwZHzg4Bgff5iz1cXherWAN7hu3ZwpH0coLoacmm6BiQhA1reYr14Nxx2eR+++zk131NyJrOL7bSw3z+rzc7zo17m89XqUU88o5rRfFdOrw9bbfL8aCjca3borARcRaeoMI1pNBv7ucw/zv+e2TPLVscLqzsC6Ms/XhsvK+iPwB3ffXJtq66qclWW2aQfde8aY9kX1P+S/3ZLD2jVwye8TGy3QvadTuNG2qrC+fh20bq2ufA1p3/1LWLfW+HRy6v/81PVX0qGp/959/z0cdBB8/EGUJx7O4dNP1AReWyuWw4sTo+S3de66NYe9dmnOOefAnDnlt1ucoVOQqWCZiEga1NDtfN+j/r+9+45zssr+OP45mUrvXTp2EQui2FHBgl1BZdG1oq7dtbdVd11d113L6lrW3tbuT7EDgqLiKgqCFJEqKE1UOsxMcn5/PAlMn0xJG75vXvMakjxJbnIyT57z3HvPHca1T7zJtU+8CVB6nallQPFuyKbR64KHNusMtABOMrNroldfbmZ9q2pWQjIAM+tpZv81syvN7F4zuyl6/SVm9qiZXWVmb5hZ/2L3udLM/mxm95vZ0YloV32xY29n2pTyQ1dYCB+PDfHUo9mccHKY7XeM7yCkU3SY+o8LSx4Yrl1jNG5c3j2kpvY5IEJWljNuTOIT8OpUi97SkyRJT+n6uYy3XatWwWGHwTffwH2PFNCqtfO3W3Pw9MoPkyI2haYmRr6eRVGR8dhzBYz+bCPHnRjmP/8JltIcNgymfxt8d/20KJqAVzH1SkREtgwhs7h+yjEB6GpmedHL+wBvm1lLM2vq7gvd/XR3v8Pd74hu8093n1hlm+rmpZXREnjB3f/u7pcAJ0fnjecBF7n7ncCTwK0AZrYnMMDdbwQuBf5hZs0S1LaMt9POEebNNdZEB0UsWmg8/HBQ0bxVKzhtSB6NGsMfr42/Vl6nztEEfFHJD+DmOeCV09n9+DVrBrv3izBudBYrV8KJg3MZ874Go0jdS9fkNSbd21dba9bAEUfAV1/BSy/B0ceHueiPhXz+aRbjx6X/33w6xee1F7PZsXeEbbd3em7t3HFPIfPnwx//CG+9BUccmM/pJ+fyyUfBnKuOHTev/qHvJhGRLZNR82XI3H0dcD5wn5n9BZji7mOAa4A/bHoOszZmdkP04lVm1qmqdiXkCMDdv3T3N0o9z1p3v9PdY9/mvYDp0f8fSXCWIbbm+AzggES0rT7YsXcEd2PKpBCnnpjLvrvmc9558PXXQU/Aw09v5OOvNtChY7B9PAcgmxLwhSU/EqvXWKVrgEvNHHhIhGlTQ1x2Xi4T/5fFmA/iW9tdpK6lU5KViSp6/9auhcGD4fPP4b//hWOPDa4/5bQwDRs5H47S33y8Zs00pn4T4viTShYJ7dgR7rwTfvgBrryhkEkTg9FfOTlO69Kz9CRj6KSJiNSlWvSA4+6j3P1cd78htgSZu19VrMcbd1/u7n9xd3P3m9z9x6ralPASUGZ2HPC+u8+MXm4PXAvsSrCuGgQT2mcUu1t5k9xZvnw5fftuHlY/YsQIRowYkaCWp6+ddg6G8F1zeQ4/zA9x6VWFnHtGDttuG5zBWbCi8iF+5X2xNWsGTZp4mR7wtWugcRMN5atrAw4Jc+efc/hwVBZmvmnJuHj8+gs8dHcOf7yukKZNE9jIBKltRfb6WpxKSiovqY1E4JH7szlqSAGdOqSgUXHasB6OHgqffALPPQcnnrj5trw8aN/eWb40de1LJ/HsDx5/KJvsbOeYE8Ll3t68OVxwaRHDTivi3rty8Ah0b6P9goiIpOfKIwlNwM1sADCAYFg5AO6+BLjEzA4C3gH6UcUk95g2bdowcWKVw+rrvbbtoXUb54f5IU4eXsSlVxXRtVUl67LEqVNnZ9EPmz+lRUWwfp3RSHPA69x2OzidOkdo3DgY0fDx2Ph7w8a8l81Tj2bTtXuEM88t/4C0PlIvrXz7jXHHrTmsXOVcfUN6fvY3bIBzTsvlk3Hw1FNw8sllt2nb3lm6xKp1MmpLXUpw4v9CvPBsNmefX0jrNpVv26Il3PzX2NQrLTEhIrKlM9Kz4njC2mRmg4FDgUuA9mbW38yuLLbJPKBH9P9vE6y1hpnlANsDHyeqbZnODPbYK0KPnhFu/Ev887yr0mkrZ1GxHvC1a4Pf6gGve2bw39cLeP71jWy/o/PzcuO3X+O7b6wA32svpu4Asy6GLWvos8TE+1mYMS347I95Pz0/++5w4Vm5jB+bxaOPwqmnlv8Y7aIJuFSuoACu+2MOnbaKcNnVRVXfQUREpDgDM4vrJ5kSchQTLbj2IjARGAs0Ah4AupjZPwjKvPcBzgZw98/NbKyZ/ZWgnPsf3f23RLStvrj73wWEw9Rp73Snzs4Xn28+J7NmdfBhVBX0xOjSLTix0XPrYMrAnO9D7N6v6grB06aEMHO+nRLiuxlG133rtl3J7GmLVWnf0nr10lEm9LBO/zbYP82aEWLhAit3HehUWrQIRr+fxcVXFHLmmRWPSmrX3lm21HBPz6Fx6eL/Xspm1swQjz67USOxRESkRtLxazYhCbi7fwWU93X5ZCX3+Xsi2lJfxA6KYwfJ+Qk4Ru60lbN6lbFsCVxwdu6m4muNVYQtoXptEyTis2cZu/creVvpnrbCQpg5PcTxJ4V545UsXn0hi0F1nIBvqTIhAd3SzfjW6Ngpwk8/hhj1Xoh9dwuu37gRXn8dHnksl8OPCnPlxalp3+LFwe8+u1Z+Iq1tO9i4wVi1Epo1T0LDMtSLz2Sz3Q4RDj60ZkuXiYjIls2gwgJrqaRJUrJJrBL6Q//K4cvPs8jJCS43b6Eh6InUqbOTl+/MnlX1DmLWTKNgo7H/gAirVhqvvpjN0YfD4YdDKB0nudSR2PrB+Tl1/yI1DL5uJPoEhjvMmB7imBPCfP4pjHo3i1OOh//8J5hrvWIFQBYOKUvAlywJfrdpW/k+s2374PalS4xmzdNv/5oOfxNTJxvTpmRxyx0FGiUgIiI1lo5fIRl1yL5y5UpGjBjByJEjU92UemmrLkEvw7NPZLHNdhEmTNnAfY8U0H9f9T4kUlYW9OjlzPm+4j/HsaNCzJ1tfPtNsE3vPhEuuryQvDznyCOhd294/PGgJxCCZGXWzGCIayar7jzx0tvHLm9p883r4+tdtNBYvcrYfscIBx1axIRPsth+e7jvPhgwAN5/Hw48JMzypan5ql2wYj3ffl8AQJt2lf/htYsm4MuW2qZpGFLS809nk5/vHDskPYvtiYhIJjBCocp/Jo0fzWO3XQ3QLFmtyqge8GbNmvHII4+kuhn1VqetgoPCggJj+BlBxdmjj9fBTzL07BVhyuTyE/BIBP5wVi4dOjp994zQuInTrYcTCsFHEzfy+egG3HUXnHUW3HADDBmWzUdjs/jm6xB/v38DQ06uOgvXXFRJdzO+DT6g2+8Uoe/eEaZ8ncWxR2Vx+unQrl2wzeNPO9Onpu688vJlQRurqtbdrlgPuJT166/w5qtZHH5MEc2SdjgkIiL1TTxV0Pc4YCB7HDCQsa8/vzIZbYIM6wGXxGrdBvLynYaNnOOGKvFOpl7bOAsXGBvK6QhbsthYv86YOzvEy89nsUPvyKbh5jk5MHw4TJoEH3wAO+0E9/0jh6WLjdZtnDdeCc6xFRXBz8vLPvZvv8Gfrsmhd/d8Jn2lZEASb9UquPnaHO76a/XO/86YFhQf3G57p2t354U3Crj66s3JN0Drts6Kn4OTVnWhuiMJli01WrZycqpYFbJtu8Ql4Jk++sEdzj8/WM7ttLNV+VxERGonHaugKwHPMF1bNUjYHEsz2Ge/CGeMKNpUgE2So9c2jrsxd07ZHcD86HXdukdwN3bcuWx2YQYDBwZJ+IQp6xn35QaGDCtiwvgsVvwMV1+aw7675TNrZvBY7vDss7DddvDM41mEI3DPnbVfS35Lle5JTyLbV53H/ugj6NMHnvxPNv++J5uffoz/C2/GtBDdujsNG1W8TZu2TjhsTP4+NfFYvsw2JdeVadgImjQJKqFXprAQPhsfYv26umph5ZL5OZ43x3j/nbKHIE8/DS++CJdfU8T2O2n6k4iI1I7F+ZNMSsAF2JzYP/7fAq68Xr0Oyda7TwQz541XssrcNm9usFu49+ECdtsjzMDDK49Ph46Qnx9MHwiHjdtvyeHVF7LZsN648OxcpkwyBgwI1iju2hXeHLWRCy8v4qMxWUydnLr5s3V54J/KhDjdk/FUKCyE227KZsCAoObBvQ8X4A4vPlv2816edWthyiRj+50qT25jxc9iQ8GTHYvly6zKAmwxbds7yyrpAX/uySz22SWfYcfl8fD9NZ8tlm6fx7Vr4drLcjhk7zzOPS2PmdM3vwezZ8OFF8IBB8B5F+t7SEREailN1wFXAl6PJbK3XGquvLh07e4cf1KYJx7JZu7cktvPn2vk5jm9d3Fee7eA3eJYKxxgux2cnltHeOW/2bRu6/z78Y3Mmhni6IH5TJ0KjzwCEybATn2c084qomkz5/67N/eC16ekWOKXiDi99mIW//l3DiNGwOTJcMwJYfYbEOGl57IoqiLPWjDPOP7wPJYsNo46rvKN27QNfscS8ERathQmfFLyK3T50qoroMe0a+8sXVL+bTNmwI1X5dClW4QevSKMHR3fiYriKipImEoFBXDRmfm89HwWJ58aJhRy3n4jeG2FhTBsGGRnwzPPBCdqStN3moiIVEdsDng8P8mkBFwkTVx1fSFZ2XDVVSWvnz8vRNduXu1lxsxg8LFBwnLFtYUccXSEG/9SwOnnFPHdd3DOOZuXLmvSBH5/dhHvv53FksV18GIk4dIhoYrXe29lsVWXCA8+CI0bB9cN+30Ri38KMW50xR/scBjOHJbL4p+MJ18s4PCjKj/5VLoHHKhWlfHqvKd33JrDKcfmMW5M0H73aA94JUPQiyeQbdt5hXPA//QnaNAAHnm6gKOPDzNlkvHrLzVrZ23Mn2uE67AcyFUX5/DZx1nccU8ht91VyN77RXjr9Szc4eab4csvg2XlOneu/HGUiIuISLzUA15LWoZM6rN2HeAPlxTx6qvBXNmY+XONbj1qtp7YaecU8vd/FTBkWHAUfdZ5YW6+vZDWrctuO/iYYJuPP6x+b1umyKSktSZKv74/35DDqHeTu5sv3YY1a+DT8SEGHh4pUWn/4EER2rR1nn+q4uHVI1/LYs73Ie64u4D9B1Q98qN1LAFP8FJkGzfCqHeCv5PLzs/lpx+NVSuDFSSq0wO+bGnZpQInT4aXX4azziuiZSvY/6Aw7sb4ccn9u1y00Di4fx4vPFM3z7toEfzfK9mc9YcChpwS7GsGHxNm3twQjz+cxe23w5lnwokn1snTiYiIAJoDXmuxZciOOuqoVDclral3IHOd84ciOneGyy4Lev8iEVgw3+jeo2bFiBo3gSGnhMsdzlnatts77do7H32Y/rsFd/j801DK5qyXJ93Wc/55OTz2UDavvBAkuBW1b8z7ISb+L3Exf/99KNhoDDysZFdqTg6cNLyIcWNC/LiobBzDYbjvH9lst0OEQwfH9/lv3BjyG3i5Ff8rU90TM5+MC7F6tXHjXwoo2Ag3XZWzqaBa23ZV3DmqbXunYKOx8reS1994IzRvDmf9IRi90mdXp1lz5+Oxyf27/PSjEOGw8eEHtU/AF6xYzxdTNwLQb+/NsTx0cJisLOfPN+TSqxfce2+tn0pERKQEs/h+kin9j7RF6rniJ0zyG8Df/hYsK/b00/DTj0bBxpr3gFeHGew3IMwnH2XV6bDT0p59IosPP6jZrscdPvs4xNCjcjn5mDyGHJXHhAl13MB6IpZUfz+z4m+VtWvh4hG5/OHMXNatTUw73ngDmjV3+vUvm0SffGq43GJsS5fCP+/IZu7sEJdcWRj39AuzYBh6beeAV5WQv/1mFk2bOaeeGWbo8DDjPwqxaGHwnPH0gHdt1YCdts4FKFEJ/fPP4a234Mor2bT+dVYW7HtAmI/GZLG+IHkneT4bH7zpn38aoqCg9o8Xq3jfvuPmz0HLVrDPARGys53nn988PaEmdOJZRERKC+aAW1w/yaQEPMPpoKP+Oflk2GsvuO46mDY1ugRZEhJwgAMOirDyN+ObSZXviJYvg08+qv7uY8P6oLjUmcPyuPnaHAo2xn/fpYuNk4/JZdjxefwwP8QNfy6gfXtn8GCYPr3aTan3vpgQJLXz5xkbNpS/zcsvw9q1xrKlxhOP1LzSdkWKiuDtt+GggWGyy3n4rTo7Bxwc4cVns1m2BB5+GA4+GDp2hAfuzmG/AeG4e79j6iIBr0xBAYx6N4uBh4fJzYU99w6zcYMx5v3g/a5sDnhxHToEv4sPl7/xRmjTBi6+uOS2BxwcYfkyY9aM5BwguMNn47No1dpZu9b4/PPaP+biaALeoWPJ9+e2uwr57/8V0LdvxfetzvecvhNFRKQ49YCLyCYVHSiawT33wJIlwRxegO49Nych+TmhhB1g7ntAGDOvdB74hg3w+5PyOOPkXCLVHBk/Z7bhbuzeL8yT/8nm5CPzmTs7vr3ePX/LYfLXIW6+vYCPJm7g7PPDPP1yAbm5cOihsHBh9dpS330xIURWlhOJGHO+L/89fvxx6NEzwiGHhnnovuwShb7qwqefwi+/wMDDKx5SccppRSxdYvTbqQHnnRfMFb7+enh//AaeebmgTO9311YNyM+p+KurTdvEVkF/7cUsVq8yjozWTNhjz+CP4L23gr+ZeNYBB+jVK/j99ZfB/caNg9Gj4dpry/YE77p78ByzZlb+lb1gxXo2FFZ/ukrpHv/Zs4zly4zzLy4iK8v54INqP2QZixcbjRo5TZqWvL5zF2ePvbTet4iIJIIRsvh+kkkJeIbSWf76bc894Xe/g0U/hMhv4LRrn5znbdES+uzmfFRJAn7ppTB9aojCQmNtNYctz54V7HJuu6uQR5/dyI8/hjj6kLxNw1Mr8tOPxshXsznl1DCnnxMmPz+4vks35733YOVKOOww+O3X6rWnuF9WBEtL1QerV8P0b41BRwSJzfflJG6zZsH48TDkd2GuvqmQNWvguSfj6wWPd870G29Abi6VFlA7eFCEob8r4oLLCpk8GWbOhFtvDWoS1ETrNonrAX/9dbj+ihz23DvMvgcGr6lVa9h62wg/Lzfy8p0mTeJ7rA4dggJrLz+XTWEh3HADdOoE559fdtutOgfvxaIFdfuVXVEcY8PPDx0cZpfdI4waVfvnWvyj0aGTJ72XQUREtlzxDEH/YtwH/OvmKwCaJatdSsBF0tTttwcFpbp1r/4SZLWxz/5hpk421q8re9vzzwfDhDt3DZKP1aur99izZxmhkNO9p3PIYRGefnU9a9YYo9+r/AU+9mA27nD2H8quA73LLkGiN3s2nD08t9x2V+WrL0Mcsnc+F4/Irf6d09BXX4SIRIyhvysiO9uZ9V3ZrOeJJ4L5xScMLWLrbZ2tt3W++iL+D1pVRefcg7gcfHBQDLAi2dlw572FXHl9EX361H4YWJu2zq+/GIWFJa+vbQX8d96Bk06CPrtFeOy5AnJyNt+2Z7SwWNt2TrfW8Z8cHX56EcuWhLjp6hw+/TRIwmMnl4pr0DB47Ng880T7bHywbFznrs5+B0b48stgJENtxBLw6kjkaB8REdkCxDH0vP+AQ7n0ln8ArExWszIqAdcyZLIl6dwZ7nmwgMuuKax64zq0+x4RioqMyV+X3D3MnAkjRsC++8KlVwWJ8KpV1Xvs778L0a27k5cXXN5mO6dz1wgfjy2/x90dxo8L8d9nshh8bHhTT2BpAwbAs88GiedF5+RWq4jcuDEhhh2Xyy8rjBU/14/uuS8/D5Gd7ezZP0L3nl5m6HJRETz1FBxxBLSNjq7os1uEKZNDuNesovtTj2bxxws3Z6XTpsHcuXDMMbV+OdUSK4K24ue6e8wxY+D446F3b3jihYIyJxRiBebiXYIs5qBBEdp3jPDfp7Pp1i1YhqsiXbpFWFjHPeDlWb8u6AHfe7/gNe03IIJ78B7Uxk8/Gh07JqeWhYiISIzmgNeSliFLHg1xTw+HHRnh0COSOz9ytz2C5/v6y827h3XrYMgQaNAAXngBmjcPDqRr0gPea9vNB+FmwfDkCePLVlqePBlOHJzLqSfm0ayZc/5llZdiHjIE/vTXQka/n8VbrwcJ/QP3ZDNo3zyuuCiHmdPL7l0XLYJLz8ulRy/noIHhhFUCT7YvJoTYcWenYSPYZrsI35fqAX/vPVi8uGTC12fXCCt+thr1sq5eDXf9NSeYHx39TLzxRvA7mbvrrq0asGOvYBRDXa0F/sWEEEcfDdtsAx98sLk6eXH9+gdnfNq0rd5jZ2cHS7EB3HxzMFy/Il26OosWJP4I4c3Xgjnuxw8NXlOfXSM0a0aF88DjGVlQUBAsi1fdHnAREZHasjj/JVNGJeCSfErE01eiYtO8BfTaJlJibeiLLgp6NJ97Lpin2ihaJKo6CXhhIcyfa/TapuQJhf0PCrN2rW1K+NeuDZZh6tsXFswLcdtdBYz7ciPde1Z98H7aWWF69Izw+MPZLFsK992VzYYN8N7ILK6+tGR2Ew7D8OFBcvDvxwrYqktQ8TnTbdgA33wdYs9oUrjNds4P80tOKXj8cWjbFgYP3nzdLrsFcfnm6+p/LTz/ZDarVwUF9mL3f+MN6NcvqGieTO2jPfp1MQ988tfGmafk0qULjBoFrVpV8JwdgiX8Yol4dfz+3EL++e8Chg+vfLvOXZ3FP1lcS4KVXls8Xu7w9GPZbLNdZNOw+uxsOOig4PV7DfPnpYuDz0bpCugiIiKJZEDI4vtJJiXgIhmgJsl2VdWiK9O3X4SvvgwRiQRDlR9/PKhMPWhQcHvjJsGBdHWGoC+YZxQVGVtvU/IgvP++EbKynPHjQrz3Huy0E9x1V9A7O2bCBn53enjTkPWqhEJwxrlFfDMpxCXn5lJYAE+9WMCIC4uYMslKDEu+/Xb46CO49W+FdO/pNGzk1e4Br+284kT45usQBQW2aVj0NttFcDfmfB98FpYtg5Ej4bTTKDGPedsdnNw855uvq/cttHEjPPZQNn2iCfykiSGWLoYvv0zc8PPK/h7atQt+10UCfsWFubRo5YwevflxK/LMywWcdV71E/CGDeH4oWGyKq57CAQJuLvxYxUjFCaMD7HrNvmMG1P9v/2vJ4aYNjXEqWcWlRiON2gQLFgA339f7YcEYPFP0SXI1AMuIiJJph5wEUm4uugZ361fhFUrjXdHhjj/fDjwwGCIbEzjGvSAx4ZBb71tyR7wpk2DYe+PPZTN4YcHw9w//hgeeQSaNa9+248fGqZpM2fCJ1kce2KY7j2dAw8O426bllebMCF4PaecAiecFCRNjRpBQUF8PYzFuQfDdmtS/K0mqkr6v5gQ7Nb77hlLwIOkZ8a3wfXPPBPMAS893zgnB3bs7dXuAX/3zSyWLTWuuK6QXttE+PrLEKPeC97nY4+t1kPVifbtoUFD57GHslkwr+ZfqD/9aMyeFeL3ZxfRqVMdNrCGunQN4vhDFcPQv5yQRSRiXHtZDqtWBb3hPy+P7zmeezKLxo2d44aUPJEQO/FWfBh6dU4+xdYA71iNBFyjr0REpC5oDrikPR301E+VxbW82/r2C5K3S8/LpWnToPp58R66Ro2rPwf8++9CmDk9ty57EH7E0WEiYbjlFpg0CfbbL/7HLa1RYxj2+6D694WXB/Nrd+rjtG7jjBsTYuXKIPHu0gUefHDzTrdho6Bd1V1abeZ04+IRuTz2YNCd/OMi4723Kt61JrrX/IvPQ2y3Q4TmLYLL3Xs6XbtHGPlaUEn+8cehf3/Yfvuy9+2zW4SpU0IUlS02X6GJX4Ro0sTZ94AIu+0RYdJXIT54N4tevcp/DkjsfiY/Hx55uoClS4yjDslj0sSafc3FluLaZ//0WKO6S7egHQurSMCnTQ3RoqWzdIlx8jF57Nk7n4P2yufriZXfzx0+GZfFwYeGyxSZ69EDevaseB54VX6K9YBrCLqIiCSZesBrSVXQpT6LJylJ1gmS7j2dlq2ccDhIvjt0KHl7bK3j6gxBnz3L6NTZadCw7G2nnxNmypwN3HQTcQ83r8zl1xTxwScb6dErOOAPhWD/AWE++jCL6y7PYdGi4HUVL6jVqFHwe82a6j1XrJf15eeyKSqCqy/J4bzT8/jqq9q/jsp89nGIKZOsxLzcoiL4+osQe+y1OWkMhWDosDBffJbF/72cxfTpFVfb3mXXCOvXGXO+j/+LaPq3xvY7RTCDXXeP8NuvxvixIY45JvlnlGP2OzDCW2M20qqVc86w/EqH1S9YsZ4NhWWT7M/Gh2jZymu8Hnldif3Nt20HuXleZQI+fUqIAQPDnHdxEd/PNI48NkyLls7wE/KY8EnFX/k/LjKWLTV271f+CYeBA2HsWMos71ZcRSeXFv9oNG3mm2pHFH9dIiIiiaI54HVAVdBFksMMLr+mkNv/WchBB5W9PS8fsrK8Wj3gUyeH2G6H8pMZM8ivw2Px3Fw2sLdJgQAAIABJREFUJd8xBx4SJIdvv5HNn/8Me+1V8j4Na5iA/zA/2I0uXRziLzfl8MlHwVCBP/2pRk2Py6pVMPzEXI4emE+3bnDppcGw/anfGGvXbp7/HXPiyUWEQs51V+TQsCEMHVr+4+68a3C/qZOqmJAcFQ7DjGlBxXXYXEHf3UrM/66LZKu6j9G5q/P8/22keQvntKF5rIxjdc+PPgxx+R9yWLcWPvs4i/77hgml6Fuy9OsNhWCrzs4PC0IsmGeMHVW2YUsXw/JlIXr3iXDl9UVMnbuBu/5VyMsjN9JpK+e803OZO7f854utAR+LYWmDBgV/G59/Xv3X8tOPtmn4udb2FhGR5Im3/1s94CKSINUZij78jDAnDS+/qJRZMNS7dAJeUQ/YwoUwb26I/vtWv0hVXdl/QJjsbKf/vmGuuqrs7Y2iQ9CrnYAvCHr32nWI8OQj2XToGOGSKwt5++2aJSvxmDvbiESM4WcU0acPPPQQHHAADD0yGD7Qb6+S73O7DnDAIWHWrzOGDg3m3ZenWw+naTNnyqT4vhrmzzXWrzN22ClI2npt4zRuHIye2Hvvmr++4mqTvHfoCLffs5GVvxkTxlf+mmZMM84/I5fXXsrmvDNyWbLYNq2FXdftqqnOXSPMnGYMOz6XM07J48ILS/ZIT/0meI29+3iJk1pt28OjzxbgDiecAOvLmQExaWKIho28wpNkAwYE01BqMgx98Y+qgC4iIikQZ++3esBFpM4kMklo0sTjHoI+ZkzwO5XzaZu3gFff2cjDTxeUW3G6xj3gC4xu3Z0hvwsmTl98RREjLiiiTZvE9YLPmx3suk8fUcSbb8LPP8NLL8FhR4YZMqyIdh3K3mfY74Ne8HPPrfhxQ6Fg3edvJwePX9V89enRwm6xBDwrC047O3j9VVX1huQksbv0jdCokfPpxxU3aOVvcPbwXJo0gZOHF20q1ldZAp4KW3V15s0NsWyJcfxJRTzwABx6aBB/CBJwM2f7Hcu2u2t3554HC5g8Gc4/v+ySYl99EWLnXSJkZxe7T7H4NG8Oe+5Z/QR85UqYO8fo2t017FxERJIqGIJucf0kU3bVm1SfmfUE/gJ8DWwFrHD3W83sbmAdsAboA1zq7kui97kSaAq0AD5w9zcT0TYRqRvl9YBXZMwYaN0m9fNp++xW8fPXtAd84Xxjh94RTj+3kE4dYciwMNnZcPXVcMUV8MknsO++tWl1WXPnGFlZvqkyduPGMGQI9Duo5ATdWLKzYMV69jsozFczN7DL1pUnQH12i/DgvdlsWF/1tIDp3xo5Oc7W225+X6+6IVbBLaf8OyVZTg706x/h048rPt88fmwWPy4M8fzrG+m7Z4Tp34b47bdgREA66RotxHbdLYWcMSLMsYOzOeecYL31N9+EaVNC9OhVcq51cQcNinDTTXDrrcEUjMOHBNevXxeMADj3ospHqAwcCH/+M/zyS/xtfuIJWL/OOOGkIhJ0yCEiIlKhqlLr8WPe5dOx7wM0q2LTOpOoHvCWwAvu/nd3vwQ42cx2B9a6+/XufjswCbgewMz2BAa4+43ApcA/zCxpb4KIVF+8Cbh7kID33zdcp0W56ro3rWE0aalOAh4Ow6KFRpduTuPGcMpp4U09iOefHyyJddNNddbETebONjp3cXJzq3e/Fi3LXlf6fdx5lwjhsDFtatVfD9O/DbH1dtVvR7Lts3+EubNDLFlc/u1zZoUIhZzd+0XIzYXnXt/IyyM3xvV5TWav7rFDi3joyY2cfk6QKJ96ajD3f8OGoLL9/z4LsePOlffa/+lPcPjhcPHFbKqMPmVyiKIiY7e+ld930CCIRODDD8veVl4xu3AY/vUv6LtnmN67lH8yQ73iIiKSUFb5z36HHM41t90DEEe1mLqRkATc3b909zdKPc9ad7+h1HWxQ90jgQnR+xYBM4ADEtE2EakbjSsZgl586PLMmbB48ebh57U94E7UAXtNesCXLDYKC21TT3RxDRvCtdcGlaPHjq2rVgbmzgnRvWdiemd32S2I0+RKKofHTJsa2jT8vK7VZZz77xckrBUNQ589K0S37r6pAn+TJpQ7jD/VmjaDw46MlDgx0K8fTJwYLPm2erWxQ+/Ke7FDIXj2WdhqK/jDGXksWwpv/V/wvuxaRQLer19QPyDeYejvvgtz57LphIGIiEiybZFF2MzsOOB9d59Z7LrmwCDg79Gr2gLF+9JWRa8rYfny5fTt23fTzyOPPJLAlotIRbq2akDblllx9YBXNP+7a6sG5OfEvwtKdPXkhtHl0aqzDvgP84Mddpdu5SfDI0ZAx45BL3jpObfVFTupEYkExc9KV3mvK23bQ/uOkQoLsa1ZA78/KZc//iGPn5dZwhLwurT9jkFhuIqGoc/9PkSvbZM/3Lw6fwOVbduxY9ATfsfdBQwZXvUi7i1bwquvwq+/woB++TzzeDZHH19Ey1aV3y87Gw4+OEjA4/k833cfdOoEhw5WAi4iIqlhFt9PMiV0QpaZDQAGEAwrj13XDHgAONPdYzPJlgFNit21afS6Etq0acPEiRMT12ARiVuTJvENQR8zBrp3D5aFSmex9cmr0wMeW5O5vB5wgPx8uP56uOACGD06mENbW0sWB5XHu/es28S3+Hzx3rtE+Obr8pO9Bx6Aj8Zk0bRZ8Jp3r2DZqpo8d6KEQsEUiI/GZLFiBbQqlmgWFARruR92ZHxJYroOl87Ph5NPDbOhknW6i9t1V7jznkLuuj2bW/5WyAknxff6Bw6E118PTgJVNgpj+nQYNQpuuy2Yhy8iIpIKSc6t45KwHnAzGwwcClwCtDez/mbWmiD5vsrd55nZCdHN3wb6R++XA2wPfJyotolIxeId+tu0KVVWQQ+HYdy4oNesNs+VDFt3aEBubnwJeKw3euEPQTG0Dp0qTkTOOgu6dIEbb6x9LzgE87+h7Drndan3LhHmzwvx268lr1+1Cu68Ew48JMxn367j08kbKi1sl07OuaCI1avhxBODpDtmwTyjqMjotXVmvI66dMyJYcZ/tZETT46/PsOgQcHv8eMqP3y4/37Iy4NzzqllI0VERGqjijngm36SKCEJeLTg2ovAXsBY4A1gW+ADYGfgOTMbB5wO4O6fA2PN7K/AfcAf3f23RLRNJJOkU4JaWtAD7sz/ueJlqr7+Gn77reIEPN00bly9HvAf5hsdt/ISSzeVlpcHN9wA//tfMCe2uKqW+SrPvDmxBDxxQ7933jXoDf2m1DD0e+8NKmBffnUh2dnQaavMSVp32c35292FjBsHF120+WTI7FnB+7n1tuk/lD5ZKtvv9OwJPXrAx2OzWLMaDt0vj9dfKjm3/rff4Kmn4He/gzZtktFiERGRsoLcOv3mgCdkCLq7fwWUtxDKk5Xc5+8V3SYi6adJE4hEjA2V5I+jRwe/DzoIqpdmlhTvSYjiw6hr8tilE/DY41T0/D8sCFU4/Ly400+H228P5oK/8l7t5hrNmR2iYSOnXfuKt6ntSZsdd45g5kyZFOKAg4LE9Ndf4R//gGOOgZ139TJDnWvy3ifbcUPDLP0B7rgDeveGCy+E778L1s7uuQX2gNfUoEHw7LMhHrk/m+9mhBg7OsRxQzcPYX/8cVi3LjjRISIikjIpmN8dj4QXYROR+qlp0+B3ZfPAx4wJEp22ZUoqxqeuKqbH+zjFE/DyllUqbeGC8iugl5aTEyTfX30Fo96t3m63dC/5vDlG9x6e0C+UJk2h59ZeYh74P/8JK1cGa0hnsttug6OPhksvDeYof/9dMIohVgOgpmr6WU3nUS4VGTgQ1qwx7r87OIc/Y9rmz0k4HAw/339/2GWXVLVQREQkkIYj0DMrAV+5ciUjRoxg5MiRqW6KyBavSbRs4to15e+2NmyATz/NnOHnUL0h6KtWwc/LjS7d4+s5HT4ctt4a7r4zh0gco50rGp4+e5YldPh5zM67Rpg8KYQ7rFgB99wDQ4bAzjsn/KkTKrYM1w47BK9n4v9C9Nqm/PczE5PjRK8WAMGIllDIcYfDjgwz5/vNI2E+/CDEvHnBOuMiIiKpZZjF91Puvc0OMbN/m9nNZvancm6/2szuNrOrzOwlM9sunlZlVALerFkzHnnkEY466qhUN0VkixdLwNdU0AP+9RchNmyovwl4rBhazziT4ezsYC74jG9DTPxfzXa9K1fCjwtDbLdj4odL77JbhJ+XGT/9aPz978HybDffnPCnrRNVJc5NmsCbb0JuLiz+KUTPChJwKV/z5jD4mDC/PyfMMScUEYkYs2YGfw9P/iebzp2DqQoiIiKpVtNlyMysIfAQcJm73wzsbGalj2obA5e7+53Aq2xeYrtSCV2GTETqr9gQ9DVrrNye2k/Hh8jKCoaiVqWue+xq+niNGwe9vfGYOztIonts7XRt1SCuuc977BH8XrK4ZoOdZkaH+lZ37e1421dcn12D5/jwgxD/+hcMGxb0Gpf32JmoWzd47TUYOMjZZff6m4BXZ25+dWL5r/8ERQDmzw0+yzOmhbCcCJ9+nMUdd1BpYUIREZFkqOXw8v7AAnffGL38KTAYGBPbwN1vLLZ9CIirG0dfkSJSI5uHoJd/+6cfZ9Gv3+ZEPRNUpwd8zvfBEmSl54BXlsS0bh38/vWXktdXVewtZvq3wdfIDjsmPmHcbkcnN9e545YcNmwI5rBnmqpOPOy7L3wzewMeipBhA8KqlKwTI126OY0aOTOmhfjmmxxy85yzz07DijciIrJlquQr6ZXnnuC155+MXWxd6ua2QPFxnqui15V9CrNc4PfABfE0SQm4iJSrqgP4zUPQN+/Z/vt0FgccHKFxE2fKJOP66+N/vHTQuDGsXO0sWLGhym3nzg7RtZuTmxv/47doEfz+ZUXNEpQZ00K0au20bZ+497N40rr9TkEhttNPh222ScjTpVxeHmUqutdHifq8hEKw7Q4RvvoixLy5xuCjw7RqpUMLERFJD5UtMTbkd2cy5HdnAtCnS5OfS928DGhS7HLT6HUlHz9Ivh8Ernf3OfG0qX6d8heRpNk8BD34vXQxXHt5LrfdlM3/Pg0RiVjazf+uam5w48awbm18jzV3ttGjV/XmYmdnQ7Pmzq+/1CwBnz41xPY7RpK2pMZue0TIznZuvLHqbdNVdQqpZUrRtXRr5/Y7OlO/CbFmtTHs9+Gq7yAiIpIkNZ0DDkwAuppZXvTyPsDbZtbSzJoGj20NgYeBf7r7V2Z2Qjxt0mlqEamR0lXQ588Lzue9OzKL9euM/AbOXntl1lDUIAE3IpGgZ68i4TDMm2sccFD1k42WLb3MEPR4FBbCrO+M08+u+DkrS8pqkrBdckUhJwwtokeP/Ljvk06JoSTH9tEpEb22idB3z7LTI/SZEBGRVKnpkai7rzOz84H7zGw5MMXdx5jZncAvwB3As8BOQPdoJfVGBMXYKpVRCXhsGbKjjjpKldBFUqxRIzDzzetmzwt2ce7w4ags9hsQJi8vK4UtrL7GjYPf69dBo8YVb/fjQqNgY8ke8HiTjBatatYDPnd28JzbJ6ECekzzFtC8RfKeL1VKL92lhLF6evcJku6hpxYmbXSGiIhIlWpZhc3dRwGjSl13VbH/H1+Tx82oBDy2DJmIpJ5ZrGhZsGdbMN/IznaOGxrm5eez2We/CJCZCfjatZUn4HNiS5BtXf3ktGVL+Omn6n8bzPg2WgG9d/2t2C2VS9cTAzvv6jz76kZ26VeEZraJiEg6qWwOeKrom1JEaqxR481V0OfPNbbq7Fx0eRG77B7hiKMzby5oLAFft7bynXVsDfAeca4BXlzzls4vK+JbFqq46d8auble7XnnIolmBvseENHSYyIiklaMWs0BTxh9XYpIjTVq7JuqoC+YF6JrD6dLN+f/3t9YxT3TU/Ee8MrM+T5Es+ZOy1bVf46WLZ3fqjkEPRKB0e9nsfOuEXJyqv+csmWoaQ95uvasi4iI1Fb69X8rAReRWmjcJKiC7h7MAd+9X2YPjy7ZA162p3ntWnjtNRg3OkSPXl6jM6YtWsGGDcb6ddCgYXz3GTc6xNzZIS65sqD6T5gAStjqB8VRRETqvTTMwDUEXURqrHFjZ+0a+PUXWL3a6NKtfiTgxXvA3eHTT+Hss6FDBzjtNMjJhYuvqNni0S1bBon9L78YTz+WxfATcvEqRpU/+mA2HTpm5rD+dJFuS3eJiIhI4oXM4vpJJvWAi0iNtWvvjB2dxexZwbm8bt0ze37y5h5w+O1XeP7ZbF55Noe5c4Kq70OGwBlnQJcdNtZ4vlDzaAL+6woYNzqLTz7KYsY0Y4edyn/vpn9rfDY+i2tuKkza8PNYolrdeeoiIiIi6SQNO8Azqwc8tgzZyJEjU90UEQGOODrMr78YTz0aVDvv2qN+JOCLfghx0F753HlLHi1bO48/DkuWwBNPwP77165YR8uWwe9ffjHmzQke6N2R5VeLX/wTXHBmLk2aOKecVlTzJxVJEI0sEBGRtGaV/3w46h1uvPJCgGbJalJGJeCxZci0BrhIejjg4AitWjtvv5GNmdO5S/1IwP/7dBa/rDCeenU9r7xdwBlnbL6ttlq0Ct6j5cuMHxaUn4CHw/DhByFOOjqP5cuMJ18soFnzunl+ERERkS1BkGNX/u/gQYP5y10PAKxMVrsyKgEXkfSSkwPHnBDMS+7YycnLS3GDaimWZM+bG6LPbhH23LvyOe016f2LzQGfMilEOGz02S3C7Fkhvv/OWLoUbr8devaEM4flsXGD8exrG0sUt1OPo4iIiEgc4lyCLNnLkCkBF5FaOeHkYGh01wyf/w2Qnw+hUPA6hg5LzJDvnXs2wMz56otg93v+xUExt/PPyKVzZ7juOujRAx54bCOfTNrALrtl/vsq9Y9OBImISCaoYgT6pp9kUhE2EamVHXZyDjk0TL/+mV0BHYIzoI0aQWGRc9Txiak4npUFzZrDjGnB7n7PvSPsNyDMN1+HuOACOPdc2G47WLAi89/PTKAkUkREpB5LwypsSsBFpFbM4NHn0mN96rrQcStnt74RmjaFDTVbaaxKLVs6v/0aonkLp0VLePz5Atxh6w5KBiVz5eeEdEJDRETSSDDPO91kVAIeq4J+1FFHqRCbiCTEq+9sJDfBc9lbtHKYA917BsPLk7W8mIiIiMiWJNnzu+ORUQl4rAq6iKSn+rB+dOMmiX+OFtGlyLr3TO9h5urNFBERkUyVivnd8cioBFxEpD5oGV2KrHuGr5suIiIiktbSMANXAi4ikmQtWkQT8J5KwKV+0GgJERFJR6E0HIOekATczHoCfwG+BrYCVrj7rWYWAs4B/gwc5O7fFrvPcGBXIAzMcfeHE9E2EZFUy5Qh6CIiIiKZLP3S78T1gLcEXnD3NwDMbLqZvQ1EgP8B64pvbGZbAVcAu7q7m9mXZvahu3+foPaJSAKpN6xye+8XZsAhIXptox5wERERkYSwLagIm7t/WeqqELDW3WcCWNl34lDgK3ePHY1OAA4HlICLSL2z867OEy9Ub+k2ndQQERERqa7KM/BR773F6PfeBmiWlOYQJMYJZWbHAe/Hku8KtAVWF7u8KnpdCcuXL6dv376bflQRXUREREREREozgh7wyn4GHX4kd977IMDKZLUroUXYzGwAMAC4tIpNlwG9il1uCswuvVGbNm2YOHFi3TVQRKQG1BstIiIikv7ScAR64nrAzWwwwdDyS4D2Zta/ks3fB3a3zWPT+wPvJqptIlI3urZqoGS0FvT+iYiIiCROVT3gloJ54omqgr478CIwERgLNAIeMLOZwAUEY+xHmNnz7v65uy8ys7uAu80sDDyqAmwikmr5OaGUJ8ipfn4RERGRTGVp2AeeqCJsXwGNK7j5L9Gf0vd5Fng2Ee0REakuJb4iIiIiGS798u/EzgEXEZGa0QkAERERkdpJw/xbCbiIiIiIiIjUL6mY3x2PhC9DVpdWrlzJiBEjGDlyZKqbIiLFqJhY7ej9ExEREal7ZhbXTzJlVA94s2bNtPa3iCSUEmERERGR+iENO8AzKwEXERERERERiUc6DkFXAi4iIiIiIiL1jG05y5CJiIiIiIiIpIpRdQ/4e++M5L133gZoloQmARlWhE1ERERERESkLhx2xFHcc/9DACuT9ZwZlYCrCrqIiIiIiIjEI7YUWVU/yZRRQ9BVBV1E6gNVWhcRERFJPM0BFxEREREREUm0FPRux0MJuIiIiIiIiNQrhtYBFxEREREREUmONMzAlYCLiIiIiIhIvRNKwzHoSsBFRERERESk3km/9FvLkEklVHE+cyhWmUuxy1yKXeZS7DKXYpf5FENJKovzp7y7mh1iZv82s5vN7E/l3J5vZveb2bVm9riZbRNPkzIqAY8tQ3bUUUdVuW0yk/T6+lzJ3EEm63UpVrVXX9/DVJ3YS2Ts6uv7ly4nYes6dvXxPUyXWJVW29jVx1gl+7lqqiaxq4+f90yIVUUqi2F9fQ8zOV6ZzuL8V+Z+Zg2Bh4DL3P1mYGczO7jUZpcCP7j77cDdwGPxtCmjEvDqqK9/VPX1D1hfjpmjvr6H9TFe9fX9q4+xgvr5HipWeq50UB8/74qVnkuqZgTLkMXzU47+wAJ33xi9/CkwuNQ2g4EJAO4+FehjZk2rbJe71/Q1JZ2ZLQcWxLl5M2BlApuzJTxXa+DnJD1Xsl6XYlV79fU9TOZzFZfI2NXX9y9VsSqtrmNXH9/DdIlVabWNXX2MVbKfq6ZqErv6+HnPhFhVpLIY1tf3MN3j1dXd26S6EXXNzN4j+LxVpDUQe93z3H2nYvc9BTjJ3Y+NXj4bONDdhxfb5rvoNpOjlxdFt5ldWbsyqghbffxgiIiIiIiISN1y98NqcfdlQJNil5tGr6vuNmXU2yHoIiIiIiIiIjUwAehqZnnRy/sAb5tZy2LDzN8mGKqOmfUGvnH3VVU9cEYNQRcRERERERFJNDMbCJwILAcK3f0WM7sT+MXd7zCzBsBdwGKgF/BXd59V5eMqARcRSR4zM9eOV0RERGSLpCHoWzAz65nqNkj8zGzXVLdBasbM9jCzswCUfGcWM9vBzCor4CJpysx6mVluqtsh1Wdm2xYb9ikZSMeYIhXLqCJsUjfMrA1wOHCsmc0Bxrr7O+qZS19mdhjwjpmd4O6vm1m2uxelul1SOTNrCQwCtgGmmVnTeOYGSeqZWUdgIHAY4GY2yt2f0H4y/UVPmBwJ7AWEzWyOu/9TsUt/ZtaO4O/uSGClmU1w9ycVu8yhY0yRqqkHfAtjZv2APwPfABcBvwF7aMeYnsws9jdaAHxAEDvcvcisglULJZ3sDax291uB+UCemeVAMBQ9lQ2TKl1IcJJ6GDAK6KL9ZMY4Emjj7ucBjwA3mdkuil16M7NtgRuAWcA5wCfAAdETzopdBtAxpkh8lIBvIcysVfS/S4E17v6Nu/8IrAeKtGNML9GeU9w9Ek3Udgb+CCwys+uiPTwaFpuGYrEzs2yCnu8iMzsNOAi4HXg8tmlqWigVKRa7ZsCOwLLovrEz4MC+0dv13ZmGzCw7ur9sCayIJm7fEPzN/SW6jf7u0tdqYJ27f+Huq4EwsFCjvdKfjjFFqkcHEfWcme1kZpcCfzWzw4FFwDXFNlkEfGFmebGS+jpASZ1i8brdzA41s5bRL64N7j4NeJkgfsPcfXlKGysllIrdYdGDxhBBb8Bsd/87QeyGmtne7h5JZXtls1KxO9zdVwLvAoPM7B0gAnwHfGRmBxY7MSYpZmZ9zOwBM8ty99iBvgGHAI2im10J9DOzPZQIpI/isQNw95+AO4pt8hsw1cxyzaxJ9D46bk0jOsYUqRntyOqxaG/OacDrBMOXjweuLXU2eWd3H0UwV+5qUJGoVCknXicA50dv3tfM/gDkAWMIhuXtGDtwkdQqJ3ZDzOwy4F6CZSl2AnD3n4F/AO1S1FQppZzYnWhmV7n7QwQjFia6+1/c/UWCXtRYLLWfTA9HEHx/XVHsuoeA3sDhZtbA3cPAv4GGKWifVKxE7Mws5O6/FkvQdiE4EbYX0cRcJy7Th44xRWpOCXj9ti2wj7svcPdXgXeAnczsEAAzawS0N7MLgJsI1rCT1CkvXrtYsAbhmwRD8f4NvEZQ2GvX6IGlpF7p2L1FMFy5B0Hv20lm1tfMBgGdgC9T11QppbzY7W5m+wD9gZPNLD/au9OV4ASYpAEzawHMIJg3PMTMtgJw97XAncDRwCnRIpbdgempaquUVF7sio8siU7h6U5wEvpG4Mfo9eo9TR86xhSpISXg9UypHtHJwDozGxy9/AXBMModosO49gOOAroAv3P3+5PaWKkqXhOBacD2wBvuPjL6hbYQ6OHuzya3tVJcHH9r04GD3f0xgjmoRxMk5Je4+6KkNlZKiHM/uXP0oPJz4AGgJ0HsZiS1sVJC8di5+68EJ0w+A74mOMiP3fYMcA/QlmAO/6WatpNa8cTOo4BdCVYg6AAMd/e/xm5PdrulQjrGFKkhJeD1gJntbGavWLDEUbjYHKkQMJagByAnWhBjI5AfHcb1M3CCu1/t7ktS1PwtTjXitYig+nmeu2+MbrfO3cfpQDI1qvm3th5oCuDuzwG3uPtD7v5balq/Zatm7DYAzaO3jwAuc/f7FbvUKC92sfhFh7uuBp4m6H3rE7tftJjXHe7+n2jCJ0lW09gBa4Dj3P1yd1+agqZLlJl1N7NGxUYnxE6k6BhTpIaUgGcwM2tuZncAfyWYG9wPSsyRKgA+JSggdEv0ujXAuuh2E939k6Q2egtWB/GK6Ox/atQidqtjj6HpAqlRi9itim63wbV2e0pUFrvocOUGZtYkevkT4CPgLTO72KLL/Ulq1CJ2l5hZrrvPcPeJKXwJWzwza2xmJxPMv/8HcDqU+C7TMaZIDSkBz1DR+Yn/A5YAJwGvAHOL3X4J8CDBGcgbgXZmdi/wC0ExGkmiWsbrwaQ3WDZR7DKXYpe54ojdxQQTJHIOAAAFw0lEQVTfZT2il7sRrNv+EPCAuxcmt8USU8vY3e/uBcltsZQWHaVwIdCMYBTQdKBVrPc7WmRUx5giNWTqUMtMZtYQONfd745evhbY6O7/NLPmwLXAv919QfT2bCDX3delrNFbMMUrcyl2mUuxy1w1iF1zIKLRCqmn2GW+6AiSUcCd7v6OmV0BtAGeISie91fgQXefH91e+06RalACniHMrDswEHgh9iVlZnnuvjH6/72Aju7+Wqn7hVzLdiSd4pW5FLvMpdhlLsUucyl2ma+CGF5GUAyvCTAVWAZcDFzv7i9Ht1EMRWpAQ9AzgJnlAlcRrLF4TOz62JdbVE+CNTM3LdNhZqYdY/IpXplLsctcil3mUuwyl2KX+SqJ4d3AdcAMd7/Jgyrm/yJYSlMxFKkFJeCZIReYAowG+kfPVJZeD3Mk0NjMGscKdalgV8ooXplLsctcil3mUuwyl2KX+cqNYVQf4DIAM9sX2JOg8JpiKFILSsDTkJltZ2bXmVm/6BfWGuAR4EMgBzgWyuz8tidYr3Z90hu8hVO8Mpdil7kUu8yl2GUuxS7zxRtDAHd/G3jDzB4nWNf7anf/MiUNF6lHNAc8TUSH8riZnU+wdvA84ACgkbufXmy7i4GdgLvdfUZKGiuKVwZT7DKXYpe5FLvMpdhlvtrE0Mzygabuviz5LRepn9QDngaiQ7UaRC82B95z95eAm4ATzGxQsc1fJlh78R9mdkF07o4kkeKVuRS7zKXYZS7FLnMpdpmvljHMc/cNSr5F6pYS8BQzs/7AP4G7zGxHgjOSXQHcfQXwJ+CuYnfJAtoBk4CnXetlJpXilbkUu8yl2GUuxS5zKXaZrw5iuBERqXMagp4iZtYYuBn4HngJeJRgh/cbcKG7bxfdLg94nWDezVQzaw3ku/uilDR8C6V4ZS7FLnMpdplLsctcil3mUwxF0pt6wFPHgR+B0e7+K3AL0C+6zEORmV0a3a4VMBOYDuDuP2vHmBKKV+ZS7DKXYpe5FLvMpdhlPsVQJI1lp7oBW7B1wCvuvrDYdROiv28EDjOzvwOrgK/cPZzsBkoJilfmUuwyl2KXuRS7zKXYZT7FUCSNKQFPkegSHcV3jF2BWNXQXOCvQBtgXnSejqSQ4pW5FLvMpdhlLsUucyl2mU8xFElvSsDTRwfgFzP7L7AR+MDdF6S4TVIxxStzKXaZS7HLXIpd5lLsMp9iKJJGVIQtDZhZe+AzYCrwkrs/l+ImSSUUr8yl2GUuxS5zKXaZS7HLfIqhSPpRD3h6iACPAXdpyYeMoHhlLsUucyl2mUuxy1yKXeZTDEXSjHrARURERERERJJAy5CJiIiIiIiIJIEScBEREREREZEkUAIuIiIiIiIikgRKwEVERERERESSQFXQRURE4mBm/YA7gVzgA6BB9Kbb3f23Su53qbvfk4QmioiISJpTFXQREZE4mdnNQGN3vyJ6+XDgNqCfuxdVcJ/57t4taY0UERGRtKUecBERkRpy93fN7E/AYWZ2PvAxsC3wvLuPNrOhQPNo4j7T3V8ws1sJvn/DwGp3vzNV7RcREZHkUgIuIiJSOwuAHsDd0aS7JfA+MNrdXzKzO939ZgAzOxTYy90HRS+PM7MP3H1yqhovIiIiyaMEXEREpHa6Ak8DB5pZf6AQaFPBtjsDDc3smujlhZVsKyIiIvWMEnAREZEaMrNBQD7QC+jo7meaWS5wXrHNwmZmBMn3N0B/d78jev+DgNlJbraIiIikiBJwERGROJhZX2B/INfMbgAaAjnAQUBb4EQz+zvwC9DMzE5w91eBt4G7ANz9j2bWz8xuB1YDLYBryj6biIiI1Eeqgi4iIiIiIiKSBKFUN0BERERERERkS6AEXERERERERCQJlICLiIiIiIiIJIEScBEREREREZEkUAIuIiIiIiIikgRKwEVERERERESSQAm4iIiIiIiISBIoARcRERERERFJgv8HiUCz6uIAeI0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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6Xc0C8KWrNlBYEqVROFDvpi1btw7uvRceeMBLcN18M5x8XiFNmkLHnMb8+KMXnC9Z4v0sezxvHrz1FpSUbH6+1q3jB+Zlj1u0SPlLFJGt1oDmAU+W3NxcRo0ale5miIiIiCTdD98bv602Apn3/TFtolF44QW47jr4+Wc47TS45x7o3BmWrvL2CYe9oLlbN+jfP/45fv5588C87PHnn8N//gMbyvUgzsnZMjCPfd62bUbWehKRDPyHWacCcBEREZGGYtEn3hfHVSuNgnXQNG51ncxV2+NgZ82Cyy7zsti9e8Obb0LfvtU/TyAA227rLQccsOV252Dlyi2z52WPZ86ENWs2P6Zx4/iBednjDh3QjZR6pjrT60kaKQMuIiIiIon4dOGmL47fLzN22dXF3a++BwKx47y33dbLgJ92WvICWjMvo922Ley3X/x9fv89fhf3pUth/nwvgI8VDntZ+oq6uXfq5O0jIrVMGXARERERScSiTwJkN3IUFRrLllQcgNdXBevgb49sPs77qqsyo2Baixbestde8bcXFGwKzMsH6pMmeV3gY5Vl5SsqEtelCzRqlOQXJVLfmEEgmO5WbKFOBeAqwiYiIiINgXNeBnzA4VEmTQiybGntZnEyPWs+aUKAm67JYvmvcPrpcPfdXga5rmjaFHbd1VviKSqC77+Pn0F//30YPRoi5erutW8fP3tetjRvnuQXJXEl8m/pkwVGKAxd+mdkQrZeswx8w+tUAK4ibCIiItIQ/LDMyP/dOPiQCLNmBvh+aQCovBJ6TcZcZ2Ig/ttquPSCLHbYyTF2jNGnT7pbVPuys2GHHbwlntJSKqzkvmABjBkDxcWbH9OqVcUZ9K5doWVLBX/pcv+dYX5YZnz3bbpb0rAYCsBFREREJAGfLvS+NO65d5TO3Rzf13IGPJO9+UqI4iLjoZFF9OnTMPtdh0KbAud+/bbcHo3CL7/E7+L+5Zfwzjuwfv3mxzRvXvlc6O3aKUBPhhXL4cP3A/zlr6VYBhYEq9fMXzKMAnARERGRDPN/nwQIhx079XB06er45ivj559gyDHZ3P1wCWedlO4Wbq62MunOwcvPBenZO9LgxrxXRyAAHTt6S7xK8M7BqlUVF4qbNcsrJBerUaOqK7kHM284bcb7z/gg0agx+PgIoEp7qWXKgIuIiIhI1X76wejYyZGdDV26Rpn+bog3Rof46ccAd94U5vQT6k4wVLgBvvvWKGgLWVnxl3DYy77O/iDAd98GePDy4qpPLBUygzZtvKVnz/j75OfHz6AvWQIffwwrVmy+fyjkjcOvKIPeubMquccz/t9Bdu4RZadddEMpHRSAi4iIiEiVCtbZxnm/O3f1KqE/90yI3BaOrxYHeOklOOus9LYxUTdcFebNV6r+yhkKAWSR28Ix8LjKx7vL1svNhT339JZ4Cgpg2bL4QfrkyV4ldxcTU5ptquQeL0jv0sWbL70h+elHY+6cIFdeX5LupjRYVQXgpT9+TOlPHwPkpqRB1LEAXFXQRUREpCEoKIBmTb3opnNX7+fK5cZdDxYz+vkQN90U4OSTvWJetSUZBdmcg5nTghzUP8Kwi4MUF1PpsjK/lD4HRmnUwAK1TNS0KfTo4S3xFBXBDz/E7+L+4YfevO3lK7m3a1dxkbiuXSEnJ7mvKdWee9rrpjLoj7qhlC5VBeDhTvsS7rQvJd/NzE9Rk+pWAK4q6CIiItIQFKwz2rT1Au8ufgCele0Y+McInbs6zjwxm1GjYNiwdLayat9+baxcbgy6LsLQoVX3mV+6qjQFrZLakJ0N3bt7SzylpfDTT/G7uC9cCOPGeUF8rJYtK6/k3qpV3SkU987bAZ4aEWbo6aV0217dz9NCRdhEREREJBEF66Drdt6X9m07O4JBxxFHR8jNhYP6RxkwAG6/Hc45Jz3tSzRbPvsDr+pz34OiSW+TZJZQyOt23qULHHzwltujUfj11/hd3L/6CqZM8XqCxGrWrPJCcdtskxkB+jdfGVdcnMVe+0S57V51P08XUxE2EREREUnEunVG06be4+xsePLZYnbb0wvIzeDuu6FPH3jkETjr4vjnKC72MoxZaSzWNvuDIB23jdKlmzKAsrlAwKus3qEDced6dw5Wr664kvvs2fDbb5sfk53tBfwVZdC33Tb5xQvz8yHvzCwaNYYnnyuiUcOcSS9jKAAXERERkSoVrGNjETaAI47ZPIO8//5w/PFw//0w6GRo1Xrz4xd/bhx3eDbFxUar1o6xY+Cgg1LQ8BjRKMyZFeCQwyIpyUrW5th1ST8zaN3aW/bdN/4+a9ZUXMn9k09g+fLN9w+FoFOnyiu5Z2XVvM3RKJxxBixbarz872I6dKz5uaR2BAKZN/d6nQrAVYRNRERE6rtoFAoKjGbN3MagsqzLd6w77oCxY+GJR0PccNvmY6fHvhkkGoXLri1m3Oshjj7aGD8eBgxIyUsA4OsvjdWrjD7qfi5JkpMDe+zhLfGsX19xJfd33/XGqJev5N6xY+WV3Js0qbg9t90GEybAbfeW0Luvfu/TTmPAt56KsImIiEh9VzbuNTYDHs+uu8LZZ8Nzz4Q494IIHbf1IgnnYNL4IH0PinLh8BJOOzPCuUMbc+yxMGYMHHVUkl+A7/WXvb6+fQ9UICLp0aQJ7LKLt8RTXFxxJfc5c+D1171icrHatvUC8nYds+h/aISTz/AqnI8dC7fe6tVlOPM8VT3PFOqCLiIiIiKVWrfO+9m0WdXjpm+5BV56CR64K8RDI71iT19/afzvuwB/uqgYgHbbwIwZcMQRcNxxXlCx14FJarzvscfg6SfCnHJG6cZp1EQyTVYWbL+9t8QTiWyq5F4+g/7Jx8bb47Jot00Rnbs5zjwT9tsPnngCfi2Ifz5JrQZVhM3MugN3AAuATsAq59xtZjYc2AP4CjgQuMc5N9s/5iogB2gJTHbOjUtG20REREQy2dq13s9mVWTAwesSe/7Fpfz9kTAH9osy5OQIkyYEMXMcecymLFybNjBtmpf9HjIEHhsV4NjjkpOZfuEFGD4cjhoY4Y4HVAFa6q5g0BsX3rnzljUUvvqpiMGHZXPNZVk0a+Zo3BjefBOv6JoC8IyxNQG4mR0OnAAsB5xz7tZy27cDHgDmAnsDLycSwyYrA94KeMU5N9Zv3OdmNhHIBoY55zaY2fHAbcARZrY/MMA5d6yZhYAvzGymcy5lE6KLiIiIZIKyALxJ08Qyx5dfW8qCuQGuvyLM2jUw5o0gPXtHadceCmPi35YtvXGvxx4Ll5yfxYWXlnLqWRE6d6m9DPX48XDuuXDoofDoU8WE1NdS6qnsbHhoZDF/PCqb1auMqVO9QF0yTA3jbzNrAjwJ7OacKzKzN83sMOfc1JjdrgY+cM49bGb7AK8BVQbgSSkL55ybWxZ8x1ynwDl3n3OurIrIDsDn/uNBwGz/2FLgC6B/MtomIiIiksmqkwEHr7Lz408Xs017xy3XZfHdNwGOOyH+GNScHJg0CY4ZHOGJR0P065nN66NrZ16mObMCnHSSV7F6zBg0/ZLUe7vv5Xj86WKeeq6Yfv3S3RrZgnkZ8ESWOPoCS51zRf7zWcDAcvv8CrT1H7cF5ifSrKTfl/Qz3e845xb7z9sD1wH74KX0AdrhBd1l1vjrNrNixQp69eq18XleXh55eXlJarmIiIhI6pUF4ImMAS/Tpi1MmVXEqpXeF8kOHSs+tlkzGPlMCT98X8rVl4a54Yow/feHdhWMg03Eok+M80/PYvvt4e23oXlzWL2q5ufTlGJSVxw9qOqhHPp9Tp/KuqCvXzyFDYvfLXvaptzmdsDamOfx4tOHgH+b2UNAb+D2RNqU1ADczAYAA4DLytY5534BhpvZocDbeI1dDjSPOTTHX7eZtm3bMm/evGQ2WURERCStNgbgzSvfr7zsbDZWQk9Ep86Okc8UM+iwbE44wRgzxQvkq2vVKjj31GxyWzgmTzbalP8aKyKSJpUF4E17HEnTHkcC8Ms/TlxZbnMi8emzwNPOudFm1hb42sy2d86trqxNSZuZ3MwGAkcBw4H2ZtbXL7RW5n9A2b3WiXhpfswsDPQA3ktW20REREQy1aYu6MmvHt6yFTz1bDErV3rjwstPuZSIYcPg99/gHy8W06lT7bdRRKQmyqqg17AL+mygq5ll+88PBCaaWSszy/HXdQZ+9h//BkRJIL5OVhX0nsCrwDxgOtAUGAl0MbMHgZXAXsD5AM65OWY23czuwquCfoVz7vdktE1EREQkk5VNQ9ajy5bdVpPRlXX3vRxPPQVnnx3kb1eFufNW2G67xI59800YPRquuK6UXXfXdGMikmFqWITNObfezC4CHjOzFcCnzrmpZnYfsBq4B/grcJmZHQBsB1zvnCufSd9CUgJw59x8IF7pkGcrOeb+ZLRFREREpC7Z2AW9aequedZZMPPDUv75VIjRL0DXrnDIId4yYID3vLxVK+Gii7yiaxdeWnHqXONfRSQtDAKBmnf4ds5NAaaUW3d1zOMPgA+qe946NTlEfn4+eXl5DB48mMGDB6e7OSIiIiK1bu1aaNLEm4M4lf52RwmnnFnKVwsbMWMGTJwIzz3nbevWbfOAnKZw0zVhfv/dm188HK6dNihYF5HatDXzgCdLnQrAc3NzGTVqVLqbISIiIpI0a9d6VcRTzQx22sVxxIHwl79ANAqffw4zZsD06d4c388+6+3boWM2P/8U4M47YffdYelWVDwXqa90QykDZF78XbcCcBEREZH6bOmqDfyyMkzz5un/ihYIeMH17rvDJZd4Aflnn3kB+cR3HL32L+Xqq9PfThGRiigDLiIiIiKAF2zDllmygnW2RQY8EzJpgQDssYe3HHdaMQChkL5KipSXCf9ehcoqnKeV/tcUERERySDr1qWnC7qISH2jAFxEREREKrW+wGjbeevPoyyciDR0mRiA17wuexqUVUEfP358upsiIiIikhQF66BZvMlcRUSkeqzyZf3/PmLl1BEAualqUp3KgKsKuoiIiNR36+KMAa+LlIGX+qzs97usloNkpqoy4E2796Fp9z6sW/ROfoqaVLcCcBEREZH6rqCgemPAFQiIiMRhmdkFXQG4iIiISApVFihHo94Y8PqQARcRSScDMjD+VgAuIiIikiwVTTVWkYIC72dNAvDqdPlW1lykdmioRSYzAoHMi8BVhE1EREQkQxSs836mKgPetXVjBRAiUm+VzQVe1ZJKdSoDriJsIiIiUlclkm0uWOd9EaxrVdAVxItIxjF1QRcRERGpV8oH1fEC0cKSaMJdvVOdARcRqa8MMrILugJwERERkQyxzs+AKwAXEdl6yoCLiIiISIXSmQFXN3IRqW80DZmIiIhIBoqtVl5R5fLYbuSFJVEahWu/lm2BMuAiIrUjQ8eAqwq6iIiIiG/pqg0UlkRTes2CAli8GCZPhlnve1/NFICLiGwdbx5wVUHfKqqCLiIiIvXF5X8JM31KkN9Wx64N0bado3XrDEzbxFB3dRHJfFUH12u+nM2ar2cD5KakSdSxAFxERESkPvh+qfHWqyEOHhDh2CODdOkCXbpAoHkh27R3ZGcrwBUR2VpVJbdzd+lL7i59Wb3g7fzUtChJAbiZdQfuABYAnYBVzrnbzOxhYD2wDtgLuMw594t/zFVADtASmOycG5eMtomIiIik2ztve13N77ivhH69ghvXL13l0tUkEZF6pyEVYWsFvOKcGwtgZp+b2USgwDl3o7/uGuAGYJiZ7Q8McM4da2Yh4Aszm+mcS9mdCBEREZFUmTwxyC67Rum6nQJuEZFkMMvMecCTUoTNOTe3LPiOuc7G4DtmnT/ZBoOA2f6xpcAXQP9ktE1ERESkzNJVGzarbp4KK1fA3I8CHHlsJKXXFRFpaMwSW1Ip6WPAzex44B3n3OKYdS2AI4Eh/qp2eEF3mTX+us2sWLGCXr16bXyel5dHXl5eMpotIiIikhTvTgrinHHUQAXgIiLJ1JC6oANgZgOAAcBlMetygZHAec65srqfy4HYCTdy/HWbadu2LfPmzUteg0VERCTtKpqHuz6IRODVl0J07hpl193V/VxEJJkyMP5O3jzgZjYQOAoYDrQ3s75m1gYv+L7aOfc/MyvLgE8E+vrHhYH73qJPAAAgAElEQVQewHvJapuIiIikX2XdvwtLoinvGl7b5s+HW28I88tPm74B/uupEB/PCzD8qtKM/GIoIlJvWAOaB9zMegKvAvOA6UBTvMB7pH/Nl/wXuhZ40zk3x8ymm9ldeFXQr3DO/Z6MtomIiIgk08cfwy23wLhxACG++Mx4+a1ivv3auP+uEIcfFWHIyep+LiKSTEZmZsCTEoA75+YDzeJseraSY+5PRltEREREyktGdn3x58blj8Bbb0FuLtx2GxRbMXf8LYsbrggzaWKQpk3hroeKM/JLoYhI/ZL67HYikl6ErTbl5+eTl5fH4MGDGTx4cLqbIyIiIg3czz/Bk4+F+XRhgI/nBcjJgZtvhssugxYtYMnKCDOnlTL6hRA794jy1HPFtNsm3a0WEWkYMjD+rlsBeG5uLqNGjUp3M0RE6pyKilqVzwLWx6JXIsniHAy/IIuFCwLsvU+Uy64u4W/XhGnVatM+ZnDvY0VMGhfl5NMjNI3XP1BERJJCGXAREclosYF6fa5ELelVV4urlZbC6lWwJt/YphO8/e8g/50d5O6Hijn1LG9Md6tW4S2Oa9UGzrtAY75FRFIqgTm+V38+i9WffwiQm4omgQJwERGpproUmNeltkr6OAcv/itIMAi77Bbliy9CfP1FkPW/w/Ll3vLrr7Bq1abfo1atHaWlsHfPKCefoeBaRCTTeEXYKo/AW+92EK13O4hfPxqfn5pWKQAXEZFy6sP0T+AF34UlURqFkzbjpqRBvJsqWzuU4ssvjL9dnbXZuqZNHdtuC+3aQY8e0L8/ZDcvoXUbR+MmMGVSgE/mB7nzgWIC+hUTEclI6oIuIiKylaoaz65sd/2SiptBE8cGCQQcb7xdxPJfjc7dIvToYWzXtvzvWOnGx4OGlOjmjohIhgsEFIBvFVVBFxGpvvqQCa5OcF0fsveSOs7BxDFB+hwYZd9eDnAUlri0fWnTDSQRkVqSwBjwdKhTAbiqoIuINGw1vZmg7Hj6pfMzqOzany8yvvs2wPkXF6e6Wfp9FBFJItM84CIiUt8kK6hSwFx/xPZISFV9gepcY+LYIMGg4+hBKqQmIlLfZGD8rQBcREREGibnYMKYIAccHKVV63S3RkREalsgAyNwBeAiIvVUMjON1clkls9mZ1J2O5PaIqk3/78Bli0JcOmVqe9+LiIiyZeB8XfdCsBVhE1EpP6pLAhWQbWGYflymDt30/Lpomx67B5lyNAIRw+KJu26b70WpFFjx9ED1f1cRKS+Mdu6acjM7HDgBGA54Jxzt5bbbsAw/2k3oIVz7ryqzlunAnAVYRMRqZqCVqkrJk0McPsNYX78wXtuBrvuCnvs5VgwL8CUt0NMmFbI7nu6Wr92UZE3/vuoYyM0a17rp6+UelyIiKRGTSe0MLMmwJPAbs65IjN708wOc85NjdntDOB359zz/jF7JtSmmjVJREREpOacg/vvCBMOw/33w4wZkJ8PixbBE/8q5pXxhYDXTTwZpk8JkP+7cfxQZb9FROorM0toiaMvsNQ5V+Q/nwUMLLfP6UArM7vUzO4C1iXSpjqVARcREZH64YvPjG+/DnDH/cVceWXWFtvbd3S028axcH6As8+v3SA5EoFnngzRpp3joP7J6+IOXrZbvVJERNKjsh7oy97/N8veH1P2tE25ze2AtTHP1/jrYnUFcpxzt5nZTsAkM+vhnKv0j5YCcBGRBmLtWli6Dtatg4IC7+d3PwVYv94oKoT+h0bYpsPWXaM6Rc0UlDRsE8Z4038dMzj+9xQz2LtnlIXzaz8D/sgjMHdOkPtHFBNK4TchdT0XEUkdw5sLvCJdDz6BrgefAMDEC3uvLLd5ORA7QCnHXxdrDfARgHPuKzPLAToDSyprlwJwEZEGYP5HAc44vhFui6G02RsftWrteOjvxfTp52UEnYPVq6BLq6qriDb0YLr869e86JXbOP1Xvyity+ccYuzdM8rkt8P8thpatqqday9aBNdfD0ceG+HEU9T9XESk3jIjWNNB4DAb6Gpm2X439AOBv5tZK6DUObcGmAps713KcoAg8EtVJ64yADezMNDMOfebmXUC+gNjnXMJ9XGvTaqCLiJSscqC4DGvhWjSBB57DJo185amTWFtaSFNmkLBOrh6eBbnnJzNDXfA2edFufjcLN59J0iTJrDjjpuWNp2CDDg6SqPcFL64Bqa+BdzlffqxsWxJgEv+Wvn0X/v09G4GLVwQYMDhW99VvLgYzjwTWrSAux8qrpXpaRL5jOrr5ygikulq+v+8c269mV0EPGZmK4BPnXNTzew+YDVwD3AvcJ+ZXQ90B852zhVWde5EMuDX4lVZvwOYBnwFHIs36DylVAVdRMRTnQCtpAQm/yfE4UdHOO+8zf/bX7pqU0r835OKGH5hFnfemM2bL0dZ/HmA8y8qoVl2mK+/hk8+gTFjoLQ0i6v+Bn8ZntnZw99Ww4iHwyz4b4hnXiqqNNOaqepSz4Lq/E5OGBMkHHYcVcX0X3vuHSUQ8MaBJxKAL/2fsX499NgtftX0W2+FhQth7Fjq5O+DiIgkzoDAVtxpdc5NAaaUW3d1zON84ILqnrfSANzM+gNdgBeBPwPrgfuBU82sH7DEObcsznHdgTuABUAnYJU/OD3gn+d24FDn3KKYY84A9gEiwLfOuaeq+2JEROqiZGc7P5gZIP83Y9AfI1T2337jJjDymWKGXxjm7bEhbrm7mHP+HKFr6/DGfUpKYJceUebOCUAaA/BIxOvGXNHf1YULjDNPzGadXz7lqREhrr+1NHUNrER9z25XJRr1pv86+JAouS0q37dpM9hpF8fCBd448NWr4KVnQ/z0g5HbFEIhb1lfEuJ/3wV4d1KARo1hzqeFW5x7/twA99wD550Hxx0HS1fV/DWosJqISN1QGz2dalsiGfAQ4IA/AOP8dVWl1lsBrzjnxgKY2edmNhGI4g1UXx+7s9+1/UpgH+ecM7O5ZjbNOfd14i9FRKT+qM0gbeLYIM1zHP0OrTqDGA7DA38v4rqbSuncdcssYjgM+/WJMmlikGi0hEAaJrN8/aUQt9+QRaR0U3f6Zs0gnJ1N34MinHByhD+fkU1uC8dLYwt59oksnv9niPMvLqVr69S3t0z5gK2hBuIfzwvw048Brrqh8u7nZfbeN8qbrwY57vBsvvna2LAe2rYDHJSWektJaYimTeHUsyK8/FyI11/2Pu8y6wvgiovDdOkCDz8c/zrV7Ure0D43EZG6qIIpxtKq0gDcOTfTzDoDI/FKs58C7A60dc69V8lxc8utCgAFzrnFEPeNOAqY79zG8kCzgWMABeAiIjGqm3UrLIR3JgY57OhSsrOr3h8gECBu8F2mV58or74U4tuvjR13rni/2uIc3H1LiGgUWraGB+4Msf8BUQ7tH9ysovtPvzqeeTLEP/4eplkzx0tvFdOlu+PSK0sZ+2aQxx8K89zTSW9utRSWRFm6akODCubG/ztIVrbj8GMS60Hxp4tKcQ5+/tk49rgoF1xSyo47u83es6WrNuUFvlpsPP/PIOddWLrxBtGdN4dZusSYMQNycmrz1YiISKYyq6MZcOfci2Y2D1jpnFtjZquBWxK9gJkdD7xTFnxXIJF51lixYgW9evXa+DwvL4+8vLxEmyIiUudsbZb05eeCrF1jnHBy7XW/3m9/L5M+d06AHXdOfjf0Tz82Ro3c1A3+gH4R/vlyMTtvu/l7snRVMYs/N54aEeLEUyPstIujsAS6be84+YwIzz8TYtUvXgZ0xx1rp22Z1g25NrLqNTnH0lUbKCyJ0ii8ZZeI75cacz4M8OvPRofOESaODTLg8CjNm8c5URw77uy499GShNty9vkRhv05izdfDbJNe8dTI0LMei/Iny8uoV+/cNUnEBGRemNrxoAnS0LTkMUGz1UE0psxswHAAOCyKnZdDuwQ8zwH+Kb8Tm3btmXevHmJXl5EpEFbXwB/fyTMAQdH6H1AFK8z0tbrup2jdRvHvI8CtG7rePGfIZ55uZisrFo5Pc7BzGkB1hfAMYOjvPxciMZNHNPmFPLV4gB79SqlUaP4r2WXXR0PP7FlsHbL3SV0284x4sEwu+0Gl18ON9xQO+1NlbqYLV+9Go4dkM3aNWVfgLwAePDxybtxc/SgCO22cVw1zPuFbNXa8bc7ijn7/MjG64uISMOQeeF3EucBN7OBwMHAcKCDmXV1zs2uYPd3gGFmZn439L7AiGS1TUSkrqlJpvXZp0OsXGE89VztFh8zg317R5g5Lch/JgTZsN749OMAvfbfummiiopg9Gh48EFYtMjrL3/fo8WM+3eQ446P0KEjdOgYpTDxZOhGWVmQd0kpwy4Ic911cO+98PzzcOWNQU4YmtnV3FMlGWPUH3gA1q2FV8cVsefeUT7/An75IcDRg7Z+SrGKhMPwzEtFfPFZgPYdHfv2itIswWy7iIjUL3VuDHhNmVlP4FVgHjAdaAqMNLPFwF+AXCDPzF52zs1xzv1gZg8AD5tZBHhaBdhEpL5KRbfl75cZTzwaYsDhEXr2rlnQWpmevSNMeTtEm7aODevhv3MqDsAXfWKMGhkip4k3/jYaCnFgvygHH+Ltn5/vVbZ+4Wn4+WfYYw+4f0QxLz8X4urhXhbz9HNq5yZC+/bwr3/BhRfCsGFwxV+yaNa8iLwza+X0aVVZN/B0WLHCm3d+0B8j7H+A91nvtmeUnj2Tf+099nbssXdiN1bqUo8CERFJnDcNWeX7/PDxTH78+D3w4tOUSEoA7pybDzSrYPMd/lL+mBfxpjsTEZGtUFICl+ZlgYNb76nlyNt3yBERXn0+yn2PlXDd5WH+OzvAxcO33O/11+Gss7PJzoaWLWDtWsjPDzH6efhoUSFFhXDYAY1Yudw44gh49lk44ghYtjpCv0MiDDqsER07Ofbcp3aLve2/P0yd6t0QWPJtZgSs6ZKsG0L33QcbNsDwqzNj+jcREWlgzKrMgHfe9xA673sI3854Kz9FrapZAG5mrwGPOudm1XJ7RERkK414IMTH8wKM+EcxXbolp0p5t+0d0/9bBHjTkk34d5BIBIJBb3s0CrfeCrfdBj17R3ny2WJ69fAyjS+8UcxZJ2Xz7qQgv/xkrFxuvPRWEacdv3mZ9m06wJRZVc16WXPNmkEw6FizJmmXSJtEuo8nsyfGL7/AyJFw+umww47Jr5QvIiIST6CqFHga1PS2/yvApWbWtTYbU5X8/Hzy8vIYP358Ki8rIlJnbFgP/xoVYuAfSpNa6CpW7z5R1q41Fn/u/ZFbXwBDh3rB97nnwsv/LvbmbfYd2C9Kx22jvPpSkOf/GaTX/hEO7Be/+3qLlt6SDGaQkwtr8jPvj3Nllq7akHDwXLZvdY6pjbbccw8UF8NNN9XsvF1bN2bn9k3VPVxERGqsrAt6Iksq1SgD7px7y8zGOOeSV0UljtzcXEaNGpXKS4qI1CmTJgRZu9Y449zUFRbbr++maclatIzy5zOzWPyZV0ztr3+FZas33z8YhCGnRBjxoFeR+srri1PW1vJych1ratDpLNOmH8skP/4ITz4JZ58NO+wAS1dVvK8CbBERSaZMLMKWUAbczG4zsz5mdrKZ/WRm16Q6+BYRkaq99nKQLt2iG4tepUKnzo6O20Z5+okQRxyYzfdLjAkTvKm+Kvq7d+Ip3g2Ctu0cRw9KXxXynBxipsjKTMXFMG1ygGgd+at7110QicCNN6a7JZXr2rqxbgCIiNRzluCSSol2QS92zs0BhgF7UXGBNRERqURZpeqknPt/xuwPggw9LUIgxXXFDjokyg/LAhx2ZIQJ04o45pjK9++6neOCS0q47paSWps/vCaa59TOGPAX/xXksgvDXHxeFq++GKSoaOvPCd5Y+isvCXPeadm8MyFYOyetBRV1Pf/xB+Mf/4A//Qm22y4NDRMREfGZQcAsoSWVEu6CbmY7A8udcyvMbH0S2yQiIglwDr75Bj74AGbNgnemZBEIOIacsmXV6UbhQNxsX/l1Ne1afdMdJVx6ZSmdOidecOu6W9JfHTsnF777Zuv+8Obnwy3XhcnJhcaNHW+Py+KRe2H4cG+6s9xqTmzyxRdw/gVZFBVBy1bw7qQgZo7Z7wc5fkj637PKPP5QCDO44YZ0t0RERKTinnjplGiOJARMAx4xs0FACmbx3JKKsIlIfeQclFYjriopgev+Gma/XRux445eobM33vCqTT/yZAkdOtZOu6rTRbdZc6oVfGcKbwz41v11fn96kNJSY9TzxXzwcREvvFHEbrvBtddC585w9dXeuOiqOAePPw777guLPw9QUmy8OynIOX8u5dAjonw0K3My4PH8sMx4/eUgeXne6xYREUk386ciq2pJpYQy4M65W4BbYlZNSEZjqqIibCJSH/35zCw+fD/AgQfAwQdDv37Qvjs0qiD2HfFgiNEvhBh8fCkDjwpx0EHQowd8/9vWFzPr2rpxlVnwRPapK3Kq2QU93uue+k6Alq0c+/SKYgYHHxLljCGwYAHcf79XjO6RR+APJ4bp3TfKmnzYbQ+32Tj9n3+G886DSZPgmGPg1gcKabcNFKyDJk3hn08FmTo5ix9/MLbtlJk3Oh67L4tgCK67rup9NfZaRERSIRMz4AkF4GbWDXgQWAdMBH5wzn2YvGaJiNRNicy/HGvtWpjxboAeuzmWLzduvtnLhGZlNWK/PlEeHFlM+w6b9l+4wBj5cIgThpby0N9L6Nq6RpNZVKo+BUdlXe8rumGQkwvrC4ySEgiHq3/+SASmvxvk0CMiG+dAL7PvvjB6tFeU7KGH4OlngrwxetPn1blrlD8OLaVrV7j7Zli/3ps7+6KLNlWOb+pXXDngYC9Yn/1BYGMBu0zyxWfG+LeCXDCslI4da/BG1pKy3936coNIRERqzkj9+O5EJNoF/QbgMeB/wBjgpKS1SESkAfnw/QClpcYNt5WwcCGsWgXjx8O5eaUsnB/ggrOyKfRjiQ3r4fKLs9imvePmu0vS2/A6IJEu9Dm5XjY5vwZTkQF8PC/A778Zhx5ZcWG97baDESPgo0WFvDevkPmLN/DIE8V06eoYcX8WV16SRbduXsb84ovj363fuYejZSvHh++nuLpegu6/I0zzHLjo0uSPUY/3uaqiuYiIbMG8v6mJLKmUaOpksXNuppnt75wrNrNfktoqEZEGYubUIM2aOfbdzwvgWraEQYNgj76l9OwdJe+sbK4cFuaBESXce3uY774J8NJbRdUu7FWfVFVQrjrZzxz/ffz9d2jThs2OTySgmzo5QCjkOHhA1Vnp3FzI9QP+P54U4Y8nRfj2O8d3XwY5++TsSjPwgQD0PiDCnA8COFfxl4VffjLefDnERZeW0qRplU3awvoCuOX6MPsfEGXIyYll2hd/bkybEuTy64vJbVH9a1ZFgbWIiNRUVeO7l8ydzpJ5MwBS9s0q0QB8TzPrAzQys92BHZLYJhGRBsE5mDktwAH9onGn4jry2ChX/62E+24PM/+/AX7+KcA5eaUc2K9605jVhwCmOq8hkWrvZXJyvID499+33JZIID71nSD79YnW+IbItp0d3bePJtT9ve/BEd6ZEOKLz4xdd99yHHhpKVx2QTYL5wVp09Zx9vnV66q+Zg2cd2oW8z4K8sZoR4sWjsOOqvp3bca7Xt/7P5xUSupnU01Mffg3ICIi1WNAsIoAvHvvQ+ne+1A+n/J6DfvCVV+ifdnuBR4CrgaexBsPnnKqgi4imaqieZEr8+03xo/fB+h/aMWB0sXDSxk9pohmzWGX3aJc+zd1Pa9NZRnwL5dVf+Lu75caXy0OcNhRqRmTfdTAUkIhx5jX41dDf/T+EAvnBWnV2vHiv0K4atRqKyyEc0/JYuH8AA88XsxueziG5WWxcEHVAfX7MwLs3CPKNu3jX7Cse3jX1o3ZuX3TlATDsddU8C0i0nAFLLElpW1KZCfn3OfOuQOcc82ccwc55xYnu2HxlFVBHzx4cDouLyJSKz6YEeSAvbLJO8NLe/c7tPIsY9+Dokz+oIgJU4sqrIyeLskKcFIVOJWNAV+TX/2bKNOmeH9CD6tk/HdtatkaDjksytg3Q0RiYv5Fi2DIEBjxYJgTTinh2ptK+PrLAHPnJHaPPRqFKy8JM/+/QR59qpgTT4nwzEtFtG7jOHNINnPmVHzshvUw96MABx+SeYXhRERE6mwAbmaPm9m5/uMLzGxocpslIpK5apLtjvXaiyHWrjWa58Kxx0Xo3KXqVKUZhKpZ8FzZv6rt2q0RQI3mAp86Ocj23aNs1z1104IdP7SUX38xPnw/wFdfwWmnwZ57wpQpMPyqEm6+u5jBx0fIyXW8+K+q5w0vWAfXXBZmwpgQ19xUwsA/eDcT2rWHV8cV07qN48gjYdas+Mf/d06A4iLj4AGpuQkhIiKSKK/AWh2dBxz4zTn3LwDn3FNmdhvwWvKaJSISX/nAt64FmOsL4L2pQYaeHuG2e+tud/KtGZNdnWJpyf58W/hFw6obgK9bC3M+CHDWn5Jf9TvWYUdFaZ7juGZ4mF9+hkaN4Jpr4MorYR2lFJZAozCceEqEZ//hjU8/87xN2eniYvj6a/jsM5g1N8S4N4MsXWJccnkJFw7b/LV03NbxyrgizhrSmKOOgokToX//zdvz/vQAWdmO3n0UgIuISOZJdXY7EYkG4OW/JaX2G4eISD0xc1qAwkLj6EHqslsmnTdRmjWDQMCxZk31jvvgvQDFxZVPP5YMjRrBkFMivPxckOHD4dproV07b9u6VZv2u/zaEpZ8Z/zt6izGvxWhURP46QdjyXdesTaAQCDETj0co8cU0+fA+K+jfQeYORMOPRSOOQYmTPAel3l/RpDefaI0bgKFdfd+koiI1FMZOA14wgF4WzN7HPgG6A6k5c9sWRG2wYMHaxy4iGyhOtNH1eb1AApLojQKVz2q5+1xQVq2cvTum7zAra71CkgnM68QW3Uz4FP+E6R5jmO/NGR+b7ythKuuL2HXrhV/zs2awz9eLOaR+0LMeDdIUTF0295x0hDYbTdvadymMKGaAu3bw4wZcNhhMHAgjB0LO/eE6VMCfPlFgFPPKq69FyciIlJLDAhkYASeaAB+BXA+sCfwCfBM0lpUibIibCIiddGGDTBtcpBj/1ha7fHckjw5uY411Zh8pLjYC8CPOCaS0PRhtS0UglCzqvcLBuGK60q54rpNndZib84sXRXvqPjatYPp0+Hww+G44+DRpwLceXOY7jtGOe1s9eYQEZHMlOiUX6mU0FdA51wU2Bj5mtlRwDvJapSIyNaoSSY82dnzTz+Fc86BggJj0An1dxRPXcy+5+RULwP+4fsB1uQbxw5uWIFnmzYwbRoccQRceE42AKPHFMWdw15ERCQTZGACvPIA3Mzuc85dbWbTgbIyrwZ0weuKXtFx3YE7gAVAJ2CVc+42M2sF3AN8B+wIXO+c+9U/5iogB2gJTHbOjduqVyYi9crWVB1Px3nLlJTAPffA7bdDy5bw5HNF7H9AlMy8J1tzNQm8MyVYb55TvTHgb48L0qyZS2nl766tGyf9dzURrVrBu+/CccdH2GkXR9+DVHxNREQyk5nVyS7ok/yfC4DHYtZfXMVxrYBXnHNjAczsczObCPwZeNc595qZDQYeAM40s/2BAc65Y80sBHxhZjOdc9XoFCgikln+7/+8rPeCBXDKKTBiBBRYVMWqMkxOLiz5LrE/0CUlMPntIIcfHSE7e9P6TLmZkAotW8KLb2rct4iIZL4MjL8rD8Cdc9P8hwbkOuc+9Z9fU8Vxc8utCgAFwEDgTn/dLOA5//EgYLZ/bKmZfQH0B5QFF5GtVtPu5TU9rrQU7rwTbr3Vm+bqjTdgyBBvW0E1xt1WV0MKAmuTNwa86r/QzsHzzwT5/TfjmOOS2/1cn6WIiMjWMSBUxTxkX86eypdzpgPkpqJNkHgRtl2B/6vJBczseOAd59xiM2sHrPU3rQFa+hnvdsAXMYet8ddtZsWKFfTq1Wvj87y8PPLy8mrSLBGpQ5au2pBwlfHyx8V7nkhwU9NrLltiXHJ+Fp8uhKFD4fHHoW3byo+py92364NExoDn58MFF8Crr2ZxUP8IhxymrtflNQoH9HspIiIZpaoM+C4HHMYuBxzG/P+8mrKe14kG4LOB5niBMWZ2mXPukaoOMrMBwADgMn/Vcv88v+ON9/7Nz3iXrS+T4++7mbZt2zJv3rwEmywimS7V04Ylm3Nw+V/C/O8747XX4KST0t0iSUROrqOgwCgtJW51+o8+glNPhWXL4KobS7hwWCnBYPWvU/73PBPGdIuIiNRbBlUkwNMi0QD8POAaM/vVf54DVBqAm9lA4GBgONDBzLoCE4G+wPfAgf5z/J83+ceFgR7Ae4m/DBGpyzIpEN+aoGjcm0HmfRTknoeLOemkrSsNXfZeKEhLvpxcr8bo2jXQshW89lKQj2YHOP+iUmZMDfLgXbDttvD++9Bxp9qrYJ8Jv+8iIiL1mZF5EXiiAfho59y1ZU/M7E+V7WxmPYFXgXnAdKApMBK4HrjXzHbCq6J+JYBzbo6ZTTezu/CqoF/hnPu9ui9GRCRdCgrgrlvC7Ll3lKGnJ298sIK22pfjj/pak2+sWgU3XhWmuNh48xXvT+RJJ8GoUd54/urMnd2Q6PdSREQyjVFHM+BmdjTwRuw659wzlR3jnJsPNKtg858rOOb+qtoiInVfbEa3JmOsM9W4N0L8+osx8pliArX4kpQJT74WLbwM+Av/DLJwQYDGTeDtGYW8PS5Ih20dV/wlq8IxZKkMPBP5XSgbh701vy/6nRMRkfqizgXgZvYYsCfQ2szudM69kppmxZefn09eXh6DBw9m8ODB6WyKiKRAXQoAJk8Msf0OUXr2Tk5xLmUYk+egQ6IM/EMpTz8RBuDBkcXssJPj0iu97uaZOIWJiIiIVM0y8I94VRnwgHPuEL9S+YNAWgPw3NxcRtfx2+EAACAASURBVI0alc4miEgN1aVguiozpwVo3Bh69/WC7d9Ww38/DHDBsFIFa3VQdjaMfKaE8y8u5YtFAU4YmtwpxpJla2/SlD9eN31ERKQuq6td0JfDxrm5N458M7PjnXP/TmrLRETiePrvIR59IMT23R09e0f5//buO06q+urj+OdM2V0QQUHsgiJGjQVR4BE7goDoiopRgxh9LDz2HlsUG0FFELvYUbBhl4gINozGqJhYYknUJCgxKoKCbdvMef64s7qsy+5smZl7Z79vXvPanTt35v5mDjsz555fOfEY2Gab/B3/tdfgyNElxBNw32OV9N3OmTcnTipl7Ll3domblmsKp77bOX23i2byLSIiIvVYOHuxNZWADzOz2rHcO9T5fXtACbiI5JU7TLs1TrduziqdnBl3xLn9piABP/xw2Hk4dFsjd8dfvhwOPhjWWtuJJ+DoMaVMu7+SObPirLt+mi37eO4OLtIMzRnHrZNBIiJSrGKtyMDNbAiwP0FR2t39opXsdwgwA1jV3b9t6nGbSsCrgO8yv8+rs726yRaLiLSxv7wWY9HHMSZfX8Wog1J8tRRemtuBadPglFMgkShjyPA046+oYo3ubXtsdzjmGFi4EO5/vJrVujqj9ixl793LADhsbHUoz7JK8WmrhFmJt4iIFLPWdEE3s47AVGALd680s4fMbLC7P1Nvv82BXzbnsZtKwM9099caaNB2zTmIiIRrreuoevTBOGUdnGEjgm7Cq3eF448PLn/7G1w7tYa7bk8wZlQp9z5ayepd2+7Y06bBvffC+PHQ73+Csd/PvVLB4w/HefH5OAf/phpCuNak5EZU/o5z3c6ovA4iItI+taI4MhBY6O6VmesvAXsBPybgmST9TOD/CJbbzkqji+U0lHxntr+e7QHaUu0s6LNmzSrE4UWkgKqr4YnH4gwZlqLTqj+/fcst4dyLarh1RhX//Mg47MBSqrPsq/PV0mBs+ezHG35LfO89OOEEGDQIzj77p+1du8HhR6e49e4qNtpY3c9FREREwsIw4rbyy8uP38ukI0cy6ciRAPUHMa4JfFPn+vLMtrp+D1zs7lXNaVeT64CHiWZBl6horNq9sjGZqiQ17oVn4ixdYowc1fgkWTvtmmbStdWcNLaER2bGOfCQle//+edw4flJ7p0ep7LC6NzFGTysgtLSn/apqAjGfXfsCDNmQDzeuuehOIuIiIjkgTXeBX2XfUezy76jATh2h42+rHfzF0Ddkk/nzLbgoc02AFYHDqqz1NlpZjbb3Rc01qxGK+AiImFQWQkTLylho15pdh3c9Drb5ful2HqbNNdemWiwCr5sGZx/Pmy8MUy/Pc6+o1JcMKGK5cuM+c+s+LY44YIkb70Fd94J667bVs9IJNp6duugk0kiIhJ6MbOsLg14GehpZrVlmR2BJ8ysq5l1dvdP3P1wd7/M3S/L7HNlU8k3RKwCLhImbT2mO9vHq19BD+OX4LZ+bW65PsHCf8a4c2YlJSVN728Gp5xZzRGjS7l2coL1N3A6r+Zsu12aRx9MMPUaWLoUDjoIjjmtko02dqqr4borncceijN0RBp3uOmaJHfdluC002DEiDZ5KiIiIiKSB0bLx4C7+/dmdixwjZktBt5y92fMbCKwFLgMwMy6E4wBBzjTzG5y9/809thKwEWakE0ymesJ1qIygVs2Sx4112f/heumJBi6Vw277t509bvWoD3S9Nk2zTWTkj+7bdgwmDABtt0WFi4Jxm4nk7DXyBT33x3ns/9WM3F8kofvT1C+Xw2XXqq3ShEREZGoac0yZO4+jxVXAsPdz6x3fTEwPnPJir5VikTIwiU/UFGdpiy58tEjUUnWAT5dZEy9KsngYSkGD204uZ55d4KKH4wzzquiObOMm8HUaZW8+3aMjTdxvvjceO2VGNv2S3PwyNIG7zNyVIq7bkuw24AyKivg+NOrOOPsFCUlequUQBT+rkRERCQQxiViI/WtsnYW9PLycsrLywvdHBEqqtMrVH3bugLcmserm6y3ddLQVt3gLz63hOfnJZh5d4L1e6S54Hw47LCgGg2QTsPMe+LsuEuKHhs6zV3ma511YZ11g8R+w17OgIGNV9C37Z9m8y3TJBNwycQqNt0qhVnzpspQgiYiIiJSeEY4JzyLVAKuWdClJVqaiOaiO3WhZJMwt6Zy3pLX6uk5MZ6fl+DM86vp1TvNjVcnOfpouPRSuOACGD0aXn4xxqKPY/z2d81a3aHFzGD2c5U/ni2tyHIZMxEREREJGQMLYQk8Ugm4SD4UU+KdjfrPN5dd2L/+CvYbVsoPPxgVFdD7F2mOPq6GZBKGjajkb3/uwLhxQRV8wgTo0ClJl9WcYXs1vvRYWwrh+7TkWe3//fb2XiAiIlJswvi1LoxVeZGcWbjkh0a/VNdWy6XtucOZJ5ew6BOj//YpevR0Lr6i8sfu5maw997w+uvw8MNBN/Q3Xo+x369SlJUVtu3ZyEVXfyksLbUlIiISXUarliHLGVXARVClKx+m3x5n7uw4511SxVHHBhXt4GTHiucBzWC//WDkSLj/8Uq23kYnRCS3VPEWEREpTmGsgEcqAdckbCL505Zd0d94A8afn2T3PVIceUx23cljMdhhZyXfkj+qdouIiBQTIxZrPAV/ff48/vLCPIAueWkSEUvANQmbSPR89x0cfDCstjpccW1VUYyxVsVUREREJNyymQW9/6570H/XPXjukXuW5aNNELEEXCTKvv8Oli0LlsZqT048Ef7xD7j74Sq6rdH6x1OVUkRERESy0W5mQTeztYHxQB9375/ZtiFwEfAOsAVwpbu/mbltDNAXSAEfuftNuWiXFJ9cztjdFpYtgz/8AR56CJ6cU0Y6BQ/8oZI+23qhm5YXd98Nd9wB559fnN3JVQkXERERCa/wpd+5q4DvBDwGbFNn21XAne7+iJltBcwA+pjZ+sAZQF93dzN7zcyedfcPctQ2KQJNzWQOhU3Kn38mxl23JnhxPlRVwTrrwIGjUzzzVIzjjyrhiWcr6bhKMM45Hi9YM3Pq3/80jjkGdtoJxo2D/+ShY0+hEuKwngASERERabdCug54TpYhc/cHgW/qbd4E+Djz+z+Brc1sDWAY8Lq715YEXwb2zEW7RPJh2ddw9JgS3nvHOOEEeOklWLQILr68mmtvreKzT42dtytj0/WCyy79Snng3uLKwquq4MSjS0gm4Z57IKHBLiIiIiKSR7VjwLO55FM+vxa/CGwPvA4MyGzrDKzJisn68sy2n1m8eDH9+vX78frYsWMZO3ZsThor0ZfLKmhNDSz5ElZpYL7EeXPiVFcbU6dVss8eKy5gvW0/57pbq3jqiTjrbeCkUvDnl+L89sQSli+rynqG8LCbeEmCt9+M8eijsMEG+T9+Syrh6k4uIiIiUlzCWAHPZwJ+OnCamZ0KfAUsARYBXwC96+zXGfiwoQfo3r07CxYsyHU7JcQKkRx9/RU8MzfOkv/A++8Hlw8+gOrqDtwwrYIRezsVP8DXX8Pa68CcWXHWWz/N1n0bHuc9fO80w/f+aTx0ZWUNpxxTwiXnlfDyH1NcNRm22GLl7flmOdx5T4LPPjMM+NW+MGgQlJa28RNvgQ8/MK6emGDWIwkOO6qGkSPb7i2mLBnLSVdvdR8XERERKU7hS7/zm4CvC0xy9+/NbFNgrrtXmdlTwIlmZplu6AOBa/PYLpGVcodDDyjl7TdjJBLQuzdsuimUl8MDD6a5/KISdhtUyZgDSnj/3Rj3PlLJC8/HGHN4KuvltkpL4dpbqrjlhgQ3XJVg663h8MPhoouADlBRAVMuT9CtGwwZnuK4I8t4/504nTo51TVw+03QqRMMGwYjR8JW28PqXXP5qjTs0/8Y5YNLMYPjT63mpDNqiPpCC7lK+kVEREQk90JYAM/ZLOi7AocC65jZecBkYAdghJktALoCJwC4+yIzmwRMMbMUcKsmYJOwmPtkjLffjHHx5VWcfWowprnWZn2r+d+DSxk5tJQP/h5jlVWc0fuVUlVp7FnevK7kiQQce1INB4+pYfrUDlx3XTB2+rCjEix4NcbrrwZjxCdcmKRjR+fOmZXsunuaigr46M0OPP44PP54MNt6LFbG/45NcfYF1W35UjTphqsS1FTDMy9X0mPDcMzyXj95VvdyERERkfYhGAMevgw8Jwm4u88H5tfbPC1zaWj/GQSzoouERjoNUy5PslGvNKMPS62QfAPsNjjNDruk+NMLcQ4fW8Nug1McflAp3dd0thvQsiW3Vu8KkycHa2ePGwc3X5+gtAxuuL2S9dZ3HrwvwcgDq6mdCqGsDEaMCC433AB/+QtceU2K26YmeOsNY9Mt0sTNGPO/NWyyaeNJcSoF330HnTs33sYlS+D0E5K8+HyczbZIs/seKQYNSXP/jDgHjUnlJPluqyp0cx5HlW8RERGRaGs3FfBcWbZsGWPHjqW8vJzy8vJCN0ciwB2umZTgow+NkhI48bQaem7UdIKYTsMt1yd4/50YU26oanAWbzO4ZFIlcx5LcvTxNZSUwKVXVv24vFhrbLgh3HUX/OaYSmIx2HiToM19tq2mojpNQ/M1xmLQrx9cOqWaAQPTXHBOkr+/F6OqCqbfHqdvvzSffWrU1Bib/iLoTt+7N3RZK4a7ce3kBP943xh1cIozzq1m7XVWfHx3uO8+OPlk+OqrOHvsmeajD4wLzi5hQlnQvuNOqWnW86zt4h2myrQSbxEREZFiYMRCmIFHKgHv0qULN998c6GbIRHyzw+NKZcn6b5mmu+/M56bF+eWGZX0HLby+7z/ToyLzynhL6/F2Xm3FPuMWnl38vU2cI4/9aek89e/adtZzJuqWq/Mfgem2O/AFBXVab5fHmPqNUFX9gED08Ti8PmiBLNnw2efAQSzt/XcKM3Bh6Z46L44f3wuztwXK+iyWvB4H38Mxx0HTzwBAwbA9Icq2eyXjjs8OzfG5ZckGTI8xbrrtay9SnpFREREpC1l0wX9z88/xSvPzwVoYG2j3IhUAi7SXO+8HVSKb767ki6rGocfXML+w8vo1SuoFvfvH/zs1hP+9aHxyAMJpt8eZ7XVYdJ1VYw6KPvJ1MKqazc496IVK9M9uwV/+t9+C398vYKvlhoDBqZJJuHgMTXsN7yUyy5O8vtJ1Vx3HZxzTqZL/pSge/yir4NE2wwGD0szeFhl3p+XiIiIiMhKWdNd0AcOGsbAQcOY8+D0ZflplBJwCYHa7seNVUFb2kX53b8ZyaSz8S/SdF4lxqNPVTLz7gQfvpvk1Vdh5szaPYNjx2LOgWNqOPv8GlZbvUWHjJROneCXWzrwU+W6z7bOkcfUcMsNSd78a4x334ahQ+Gmm4Ku8a2lcdgiIiIikg9hLKQpAZfQyCYRb6533o7xi82ckpLgetducMxJNfTsFsyotngxvP46PPtSNeut5+w8KMUqXdKUJVs5iDviTj2rhqdmx/l0kXHXXTBmTDjfwEREREREVsbayyzoImHgDu++HWP3oSsfl929OwwfDpv3/6mLdkV+V+8KpY6rwKynK4nFYcsN8z8DuYiIiIhIaxgQC1/+3cBUyiFWOwv6rFmzCt0UiYAvPoMlXxpbbNWyJcHauy6rwaqrFroVIiIiIiItY1n+y6dIVcA1C7rUevsN44F7E7z0QoxevZ0RQ2HQINhqq5/2qZ2ALRjjLCIiIiIi7UkYh1BGKgGX4tLSidU+/Iex3/BSEknov32av79nzHsyuG311aH/wBL2P6iGD/8eJOCbbxmOCnhtF+wwrXktIiIiIlKsNAZcpJXc4eLzknToCM+8XMGaawXb7bsOzJ8Pzz8PT8015s4updsaTs+N0qy6qsZ1i4iIiIi0JxoDLtIGnpsX44Vn45z82+ofk2+AHj3g0EPhttvg+dcq+fVvajLjvwvT/bxntw6adExEREREpGCyHQGuMeArVTsJW3l5OeXl5YVujrRQa7pgT7k8Sa+N0xx21MpnNk8mYcLkagYNSbHJpuEb/72yxFxd00VERERE2oiFswIeqQRck7C1b19/BX97yzjt7BqSycb3NYOhI3I79rtntw5tmjQXU8W8mJ6LiIiIiERP0AU9fBl4pBJwib6FS36gojpNWbL5ox9eeTmGu7H9jvmdVC2bZDKfE6yVJWOhTXDD2i4RERERaX+aSr//+MyTvPTcUwBd8tAcQGPAJUL+/FKcsg7O1n3DMat5PmlMuYiIiIhIM1njl52H7MnZv78KYFm+mqQKuETGn1+KsV3/NKWlhW5J/tRPusNWjRcRERERCSstQybSQl9/Be+/Y5x29sonXyuEliTI+VK3Ldkk481J3Os/TyX7IiIiIhI2IRwCHq0EXLOgt1+tGf/d3ES0oftFXWPPZWUnEdrrayUiIiIixSGE+Xe0EnDNgh4dtclbNonZhecm+egD4/dXVNNjQyedho8/hvffh/feC37OezrZJuO/s2lPmCc5ExERERGRLIUwA89JAm5mawPjgT7u3j+zbSNgEvAasA1wj7s/nrltDNAXSAEfuftNuWhXMWlOghtmi7+AGbfHqakxhu8aY8Nezr8+hB/qFF+7doVemzhjjqjJ+fjvqL+eIiIiIiJSO89a+DLwXFXAdwIeI0i0a50JvOjuU8ysLzATeNzM1gfOAPq6u5vZa2b2rLt/kKO25czHSyoA6NGtLGcJcv1uwQ0dp5DJeXPHAj98f4KaGmP6g5XcNz3Od98Zw4bAZpvB5psHP7t3h4VLqnLU4oAS75/TayIiIiIikWXtaAy4uz9oZrvV2/w50D3ze3fg9czvw4DX3d0z118G9gQil4A3V7FUsVvKHe6fEaf/9il23i3NzrsF3cvb6+shIiIiIiJtJ4T5d17HgF8JPGJmVwIDgEsy29cEvqmz3/LMtp9ZvHgx/fr1+/H62LFjGTt2bG5a2woLl/xARXWasmR2y6znOxEPS+K/4JUY//woxrGn5La6LSIiIiIi7Y1hrSiBm9kQYH/gC8Dd/aJ6t58FrA38F+gHjHP395t63Hwm4NOAW939XjPrDnxgZr0InlDvOvt1Bj5s6AG6d+/OggULct7QXGos+c3mtrBqSftuvylBp07OXvuEa2kxERERERGJvpbm32bWEZgKbOHulWb2kJkNdvdn6uzWCTgtM4z6IOAKoMmluvKZgG9AcHYA4CsgDcSAp4ATzcwy3dAHAtfmsV1FL4zJ+1t/NZ6cFefk31bTcZXm37/Q1XsREREREQkvo1Vd0AcCC929MnP9JWAv4McE3N3Pr7N/DPg2mwfO1SzouwKHAuuY2XnAZOBU4BQz2wHYCDjX3b/M7D8JmGJmKYIqebsY/92cburF5ooJSVbv6hx1XE2bP3ZL1rEWEREREZEi00gG/uDdd/DwPdNqr65R7+ash0mbWQlwGHB8Nk3K1SRs84H59Ta/mLk0tP8MYEYu2tKehTUBnf1YnD8+F+d3F1Wz6qqFbo2IiIiIiBSjxpYh+9UhR/CrQ44AoE+PVb+sd/MXQN1MpXNm24qPHyTfNwK/c/ePsmlT+yy/SpuqreZn4/ab4px+bCnbbJfm0COaX/3u2a1D1t3Pm7OviIiIiIgUF7PsLg14GehpZqWZ6zsCT5hZVzPrHDy2dQRuAq5099fNbFQ2bYpUAr5s2TLGjh3LrFmzCt2UorNwyQ85r5hffDFc/LsShgxPce8jlZQpNxYRERERkRyxLC/1ufv3wLHANWY2HngrMwHb2cBxmd1mECTm15vZ85nbmpTPSdharUuXLtx8882Fbka7UHdG9pXNzt6chP2SS+CCC2D/g2q4ZHIlHcoide5HRERERESipJWzsLn7PGBevW1n1vl9/5Y8bqQScMm9XFTBx4+HcePg0EPhwknVZNlbXUREREREpMUaGwNeKCpDSqOaM767IRMmwPnnB8n3HXdAPN6GjRMREREREWmA0aox4DmjCrjkzPVXJbhiPBxyiJJvERERERHJr/DVvyNWAdckbNFx641xrhifZPRouPNOJd8iIiIiIpJnLZ2FLYciVQHXJGywbBncc2eC+c/ESKVgl0Fp1t/AWb0jpNOQSsEXy+KstbYzZHhhBls/OzfG78clGbFPijvvjCv5FhERERGRvIvlu395FiKVgIfV4sUwbRpMm17C/r9KcdRxNfztzRh/eDjJScdA375td6zTjyvh6afibL5lmmQCJl+abGCvEgBeWFBBjw297Q6ehY8+ME7+vxJ+uaUz+boqEomm1xqrnV29sQngtJ63iIiIiIg0R/jSbyXgrZZOw7bbwqJFsH4PGD8uySsvx3j+mRjVVca0m2HECDj3XNhxxxXv+/lnxrUTk/zmiBq27tt0ovzKn2I8/VSc355XzfGn1ACwdAksX2b0WKOMWCzo6v3q25WMGlHKi/NjjN4wlYun3aB0Gs46JUkiCTdPr6JDx+bdX0m2iIiIiIi0mSYy8Gfnzua5ubMBuuSjOaAEvNViMbj+eujdGzqsUcWF5ya467YEO+1Ww4RJNbw4t4wpU2CnnWCXXeDIE2LsMiiNGVwzMclD9yZ4ZGacQw5PscmmaTp3gV7rQqdOsOqqwc9OnWB5FUy4MMna6zhH/l/Nj8fv2g26dnN6dvupTTVladZex3nphRijD1sxAf/mG7j1hgQHHJxa4T5t4eGZcRa8Emfi1VWst35+K+8iIiIiIiK1guHdjWfgg4fuxeChezFzxh3L8tMqJeBtYp99gp8fL4GLL6th9GE1bNArxSplMc45B04+GW69Fa64Ag47sJTy/Wo4+cwaHp2Z4KBDakilYfrtcdwbC0dQHZ54dRVlTRSKzWCHXVI8Ny9OOl1NLDPV3vLlwfH/uiDGg/fFeemP0LNn658/wPJlcOmFSbbtn+KAX+ev6i4iIiIiIvIzBVhiLBuRSsBrZ0EvLy+nvLy80M1pkBls9kunovqnbR07wkknwTHHwNnjqplyeZIXnouTTMLp51az5lowYXI1X38VdCfvnCjj22+DanXtz08+r6a0zBl1cHbJ7U67pnn4/gTvvWMs/Jfx5Kw4b/wlxmefGmeNq+bGqxPsvjvMnw/rr9/6533r9UmWLoE7Z/6U8DdFXc5FRERERCRXQph/RysBj/os6CUlcPJva4jFgsnTjjyuijXX+um2NdeCNdfyBruGL1xS8/ONjdhx5yBRv/TCJC+9EGOttaH3L9JcMrGa3QanGbhTikNHlf2YhGfmbWuRJV/CjNuS7L1vii23VtdzEREREREJgRBm4JFKwIvFiafXsPOgFBtvliJXS7GvtU6QcL84P06//0kx46Eqysp+un2bbZ05c2DoUNh9d5j+MHRfs2XHmnpNgooKOOXM5p0kEBERERERyQ1rcgx4IeQm+5MmbbOtk2xoBbE2dNAhKbbtn+KW6Ssm37V22AFmz4aFC2HMqFKWLmn+Mf72pjH9jgTlo2rYeBNVv0VEREREJBzMsrvkkxLwInb08TU8/GQVq3dd+T677AKzZsG//2WM3q+Uz/8L7rDglRg/fL/ivqkUfPcdLF0Kn34Kf3ohxuj9S+m2hnPq2dUNH6ABZcmYxn+LiIiIiEjOWDMu+RSpBLx2ErZZs2YVuilFZfBguO3uKj5ZaOy/Zyn7DCnlgL1KOePEoET/6MwEm/coI5EIlkTr1g3WWw9G719Kl9Wc+x+vYu11s6t+9+zWQcm3iIiIiIjkXggz8EiNAY/6JGxhttOuae5/vJLDf13K0qXOXiNreOKxBBv2cm6+PsFWfdKM3DtOWRmUlUFpKXyXqmLX3VOs0Z0VZn0XEREREREptFgI1yGLVAIuubVlH+ePCypIZmZEX/RJjOunJFl3/TS33V3FNpusWLleuETrfYuIiIiISDiFL/3OUQJuZmsD44E+7t4/s+02YOM6u20FbOfu/zazMUBfIAV85O435aJd0rQOHX/6/crrqxh3VpJTz218HLmIiIiIiEioFGCCtWzkqgK+E/AYsE2dbXPd/X4AM+sMTMsk3+sDZwB93d3N7DUze9bdP8hR2yRLG2/i3P1wFRXVaSI2XYCIiIiIiLR7jWfg8+b8gafnPAHQJS/NIUdZlbs/CHxTb9v9da4eAdye+X0Y8Lq7187i9TKwZy7aJSIiIiIiIsXPaHr5saF77s3Eq28EWJavduV9DLiZxQiS7qszm9ZkxWR9eWbbzyxevJh+/fr9eH3s2LGMHTs2Ry2V1tBM5yIiIiIiUkgh7IFekEnY9gGeqFPx/gLoXef2zsCHDd2xe/fuLFiwIMfNC7dsEtvafRYu+SHXzREREREREQmlMI4BL8TA3sOAaXWuPwVsZ/bjyzMQeDLfjWoLPbqV0aNbGQBlyVi7rAJrnW8REREREQkDy/JfPuVqFvRdgUOBdczsPGCyu/9gZtsAH7r7t7X7uvsiM5sETDGzFHBr1CdgyzYBrU3SVakWERERERFpYyGsgOckAXf3+cD8Bra/AbzRwPYZwIxctCUK8l0xVoVaRERERESKXQjz74KMAW/XWjo+O+xJc3vtci8iIiIiIuFj7Wwd8JxYtmwZY8eOpby8nPLy8kI3p1XymawqMRYRERERkfbGQpiBRyoB79KlCzfffHOhmyEiIiIiIiIhF770O2IJuDSPKt8iIiIiItJehbAArgRcWk+JvoiIiIiIhEv+lxjLhhJwAX4+OVw2k8Up8RYRERERkTAymq6Az5k9izmznwDokocmARDL14HaQu0kbLNmzSp0U4pWz24dfpZYa4ZzEREREREpNsNHlHPVdVMBluXrmJGqgGsSNhEREREREcmGxoBL5KjyLSIiIiIiUaQx4CIiIiIiIiK5ZqqAi4iIiIiIiOScoXXARURERERERPIjhBm4ZkEXERERERGRohMzy+qST5GqgGsWdBEREREREclGCAvg0aqAS37pZEd0KFbRpdhFl2IXXYpddCl20acYSl5ZlpeG7mo2xMxu+qEYqAAADVxJREFUMLMLzeyCBm4vM7PrzOwcM7vdzH6RTZOKNgHPZzf1Yj1WPt8g8/W8FKvWK9bXsFBDW3IZu2J9/cIyDKmtY1eMr2FYYlVfa2NXjLHK97FaqiWxK8b/71GI1co0FsNifQ2jHK+osyz//ex+Zh2BqcCp7n4hsLWZDa632ynAx+5+KTAFuC2bNikB17FCQR+O0VGsr2ExxqtYX79ijBUU52uoWOlYYVCM/98VKx1LmmYEy5Blc2nAQGChu1dmrr8E7FVvn72AlwHc/W2gj5l1brJd7t7S55R3ZrYYWJjl7l2AZTlsTns41hrAl3k6Vr6el2LVesX6GubzWHXlMnbF+voVKlb1tXXsivE1DEus6mtt7IoxVvk+Vku1JHbF+P89CrFamcZiWKyvYdjj1dPduxe6EW3NzOYQ/H9bmTWA2uf9L3ffss59fw0c5O77Zq4fBezm7mPq7PP3zD5vZK4vyuzzYWPtitQkbMX4H0NERERERETalrsPb8XdvwBWrXO9c2Zbc/f5maLtgi4iIiIiIiLSAi8DPc2sNHN9R+AJM+tap5v5EwRd1TGzrYA33X15Uw8cqS7oIiIiIiIiIrlmZnsABwCLgWp3v8jMJgJL3f0yM+sATAL+C/QGJrj7P5p8XCXgIiL5Y2bmeuMVERERaZfUBb0dM7ONC90GyZ6Z9S10G6RlzKy/mR0JoOQ7Wszsl2bW2AQuElJm1tvMSgrdDmk+M9u0TrdPiSB9xxRZuUhNwiZtw8y6A3sC+5rZR8Bz7j5blbnwMrPhwGwzG+Xuj5hZwt1rCt0uaZyZdQWGAr8A3jGzztmMDZLCM7N1gT2A4YCb2Tx3v0Pvk+GXOWGyN7A9kDKzj9z9SsUu/MxsLYK/u72BZWb2srtPU+yiQ98xRZqmCng7Y2YDgEuAN4ETga+B/npjDCczq/0brQLmEsQOd68xW8mqhRImOwDfuPvFwL+BUjNLQtAVvZANkyadQHCSejQwD+ih98nI2Bvo7u7HADcD48xsG8Uu3MxsU+A84B/A0cCLwK6ZE86KXQToO6ZIdpSAtxNm1i3z6+fAt+7+prv/B/gBqNEbY7hkKqe4ezqTqG0NnA4sMrNzMxUedYsNodrYmVmCoPJdY2a/AXYHLgVur921MC2UlakTuy7AFsAXmffGDQAHdsrcrs/OEDKzROb9siuwJJO4vUnwNzc+s4/+7sLrG+B7d3/V3b8BUsAn6u0VfvqOKdI8+hJR5MxsSzM7BZhgZnsCi4Cz6+yyCHjVzEprp9TXF5TCqROvS81smJl1zXxwVbj7O8ADBPEb7e6LC9pYWUG92A3PfGmMEVQDPnT3Kwhid6CZ7eDu6UK2V35SL3Z7uvsy4ElgqJnNBtLA34H5ZrZbnRNjUmBm1sfMrjezuLvXftE3YAiwSma33wIDzKy/EoHwqBs7AHf/FLiszi5fA2+bWYmZrZq5j763hoi+Y4q0jN7IilimmvMb4BGC7sv7A+fUO5u8tbvPIxgrdxZokqhCaSBeo4BjMzfvZGbHAaXAMwTd8rao/eIihdVA7H5lZqcCVxMsS7ElgLt/CUwG1ipQU6WeBmJ3gJmd6e5TCXosLHD38e5+P0EVtTaWep8MhxEEn19n1Nk2FdgK2NPMOrh7CrgB6FiA9snKrRA7M4u5+1d1ErRtCE6EbU8mMdeJy/DQd0yRllMCXtw2BXZ094Xu/hAwG9jSzIYAmNkqwNpmdjwwjmANOymchuK1jQVrED5O0BXvBuBhgom9+ma+WErh1Y/dHwi6K/ciqL4dZGb9zGwosB7wWuGaKvU0FLvtzGxHYCBwsJmVZao7PQlOgEkImNnqwHsE44Z/ZWbrA7j7d8BEYB/g15lJLDcC3i1UW2VFDcWubs+SzBCejQhOQp8P/CezXdXT8NB3TJEWUgJeZOpVRN8AvjezvTLXXyXoRvnLTDeunYFyoAdwiLtfl9fGSlPxWgC8A2wOPObuszIfaJ8Avdx9Rn5bK3Vl8bf2LjDY3W8jGIO6D0FCfrK7L8prY2UFWb5Pbp35Uvln4HpgY4LYvZfXxsoK6sbO3b8iOGHyJ+AvBF/ya2+bDlwFrEkwhv8UDdsprGxi5xlAX4IVCNYBxrj7hNrb891uWSl9xxRpISXgRcDMtjazBy1Y4ihVZ4xUDHiOoAKQzEyIUQmUZbpxfQmMcvez3P2zAjW/3WlGvBYRzH5e6u6Vmf2+d/fn9UWyMJr5t/YD0BnA3e8GLnL3qe7+dWFa3741M3YVwGqZ28cCp7r7dYpdYTQUu9r4Zbq7fgPcRVB961N7v8xkXpe5+y2ZhE/yrKWxA74F9nP309z98wI0XTLMbCMzW6VO74TaEyn6jinSQkrAI8zMVjOzy4AJBGODB8AKY6SqgJcIJhC6KLPtW+D7zH4L3P3FvDa6HWuDeKV19r8wWhG7b2ofQ8MFCqMVsVue2a/CtXZ7QTQWu0x35Q5mtmrm+ovAfOAPZnaSZZb7k8JoRexONrMSd3/P3RcU8Cm0e2bWycwOJhh/Pxk4HFb4LNN3TJEWUgIeUZnxia8AnwEHAQ8C/6xz+8nAjQRnIM8H1jKzq4GlBJPRSB61Ml435r3B8iPFLroUu+jKInYnEXyW9cpc35Bg3fapwPXuXp3fFkutVsbuOnevym+Lpb5ML4UTgC4EvYDeBbrVVr8zk4zqO6ZIC5kKatFkZh2B/3P3KZnr5wCV7n6lma0GnAPc4O4LM7cngBJ3/75gjW7HFK/oUuyiS7GLrhbEbjUgrd4KhafYRV+mB8k8YKK7zzazM4DuwHSCyfMmADe6+78z++u9U6QZlIBHhJltBOwB3Ff7IWVmpe5emfl9e2Bdd3+43v1irmU78k7xii7FLroUu+hS7KJLsYu+lcTwVILJ8FYF3ga+AE4CfufuD2T2UQxFWkBd0CPAzEqAMwnWWBxZu732wy1jY4I1M39cpsPMTG+M+ad4RZdiF12KXXQpdtGl2EVfIzGcApwLvOfu4zyYxfxagqU0FUORVlACHg0lwFvA08DAzJnK+uthzgI6mVmn2om6NGFXwShe0aXYRZdiF12KXXQpdtHXYAwz+gCnApjZTsD/EEy8phiKtIIS8BAys83M7FwzG5D5wPoWuBl4FkgC+8LP3vw2J1iv9oe8N7idU7yiS7GLLsUuuhS76FLsoi/bGAK4+xPAY2Z2O8G63me5+2sFabhIEdEY8JDIdOVxMzuWYO3gfwG7Aqu4++F19jsJ2BKY4u7vFaSxonhFmGIXXYpddCl20aXYRV9rYmhmZUBnd/8i/y0XKU6qgIdApqtWh8zV1YA57j4TGAeMMrOhdXZ/gGDtxclmdnxm7I7kkeIVXYpddCl20aXYRZdiF32tjGGpu1co+RZpW0rAC8zMBgJXApPMbAuCM5I9Adx9CXABMKnOXeLAWsBfgbtc62XmleIVXYpddCl20aXYRZdiF31tEMNKRKTNqQt6gZhZJ+BC4ANgJnArwRve18AJ7r5ZZr9S4BGCcTdvm9kaQJm7LypIw9spxSu6FLvoUuyiS7GLLsUu+hRDkXBTBbxwHPgP8LS7fwVcBAzILPNQY2anZPbrBrwPvAvg7l/qjbEgFK/oUuyiS7GLLsUuuhS76FMMRUIsUegGtGPfAw+6+yd1tr2c+Xk+MNzMrgCWA6+7eyrfDZQVKF7RpdhFl2IXXYpddCl20acYioSYEvACySzRUfeNsSdQO2toCTAB6A78KzNORwpI8YouxS66FLvoUuyiS7GLPsVQJNyUgIfHOsBSM7sXqATmuvvCArdJVk7xii7FLroUu+hS7KJLsYs+xVAkRDQJWwiY2drAn4C3gZnufneBmySNULyiS7GLLsUuuhS76FLsok8xFAkfVcDDIQ3cBkzSkg+RoHhFl2IXXYpddCl20aXYRZ9iKBIyqoCLiIiIiIiI5IGWIRMRERERERHJAyXgIiIiIiIiInmgBFxEREREREQkD5SAi4iIiIiIiOSBZkEXERHJgpkNACYCJcBcoEPmpkvd/etG7neKu1+VhyaKiIhIyGkWdBERkSyZ2YVAJ3c/I3N9T+D3wAB3r1nJff7t7hvmrZEiIiISWqqAi4iItJC7P2lmFwDDzexY4AVgU+Aed3/azA4EVssk7u+7+31mdjHB528K+MbdJxaq/SIiIpJfSsBFRERaZyHQC5iSSbq7Ak8BT7v7TDOb6O4XApjZMGB7dx+auf68mc119zcK1XgRERHJHyXgIiIirdMTuAvYzcwGAtVA95XsuzXQ0czOzlz/pJF9RUREpMgoARcREWkhMxsKlAG9gXXd/QgzKwGOqbNbysyMIPl+Exjo7pdl7r878GGemy0iIiIFogRcREQkC2bWD9gFKDGz84COQBLYHVgTOMDMrgCWAl3MbJS7PwQ8AUwCcPfTzWyAmV0KfAOsDpz986OJiIhIMdIs6CIiIiIiIiJ5ECt0A0RERERERETaAyXgIiIiIiIiInmgBFxEREREREQkD5SAi4iIiIiIiOSBEnARERERERGRPFACLiIiIiIiIpIHSsBFRERERERE8kAJuIiIiIiIiEge/D/mh67usCtPqgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1382.4x345.6 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for asset in env.universe:\n",
    "    fig, ax = plt.subplots(figsize=(19.2, 4.8))\n",
    "    env._prices[asset].plot(ax=ax)\n",
    "    sc = ax.scatter(env._prices[asset].iloc[1:].index,\n",
    "                    env._prices[asset].iloc[1:].values,\n",
    "                    c=actions_df[asset].values,\n",
    "                    cmap=plt.cm.Blues,\n",
    "                    marker='|',\n",
    "                    s=1000,\n",
    "                    vmin=0,\n",
    "                    vmax=1)\n",
    "    ax.set(ylabel='Prices, $', title='%s: Prices and Agent Actions' % asset)\n",
    "    fig.colorbar(sc, ax=ax)"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Slideshow",
  "kernelspec": {
   "display_name": "qtrader",
   "language": "python",
   "name": "qtrader"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
